Time-Series Works and Conferences

Backlog (To do): KDD 2024, ICML 2024, IJCAI 2024 ...

Visit our GitHub Page for a better view.

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or AI ML Summary Github

Some other nice time-series repositories:

xiyuanzh/time-series-papers

qingsongedu/awesome-AI-for-time-series-papers

xuehaouwa/Awesome-Trajectory-Prediction

My Time-series Repo-Star List

I have a strong interest in time-series research. Welcome to contact me for discussions and collaborative efforts.
I am currently pursuing a doctoral degree in CSE of UNSW, Sydney, under the supervision of Prof. Flora Salim and Hao Xue. I got the master degree under the supervision of Prof. Xuan Song, Quanjun Chen and Renhe Jiang.

The task section has been completed and we will continue to update the methodology section. If you encounter any missing resources (papers/code) or errors, please don't hesitate to open an issue or make a pull request. Additionally, if you're interested in collaborating on this work, please feel free to contact me.

All papers are organized by task and methodology, including those not included in this GitHub repository, and are available for everyone to use on OneDrive and Google Drive (VPN required). The methodology section is still in progress.

OneDrive

Google Drive

To reduce repetition, some data are in abbreviated form. Some terms may not represent general interpretations and apply only to this repository.

Recent Time Series Works Grouped by Task

• Multivariable Time Series Forecasting
• Multivariable Probabilistic Time Series Forecasting
• Time Series Imputation
• Time Series Anomaly Detection
• Demand Prediction
• Time Series Generation
• Travel Time Estimation
• Traffic Location Prediction
• Event Prediction
• Stock Prediction
• Other Forecasting

Multivariable Time Series Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:100+
Multivariable	TimesNet_data	SparseTSF	SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters	Pytorch	ICML 2024
Multivariable	Electricity PEMSD7M BikeNYC TimesNet_data	SCNN	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	Pytorch	TKDE 2024
Multivariable	TimesNet_data	iTransformer	iTransformer: Inverted Transformers Are Effective for Time Series Forecasting	Pytorch	ICLR 2024
Multivariable	NorPool Caiso Traffic Electricity Weather Exchange ETT Wind	mr-Diff	ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis	None	ICLR 2024
Multivariable	ETT Electricity Weather Traffic Exchange ILI	ModernTCN	Multi-Resolution Diffusion Models for Time Series Forecasting	Pytorch	ICLR 2024
Multivariable	TimesNet_data	Time-LLM	Time-LLM: Time Series Forecasting by Reprogramming Large Language Models	Pytorch	ICLR 2024
Multivariable	TimesNet_data	TEMPO	TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting	Pytorch	ICLR 2024
Multivariable	TimesNet_data	CARD	CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting	Pytorch	ICLR 2024
Multivariable	TimesNet_data	ARM	ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning	None	ICLR 2024
Multivariable	TimesNet_data	DAM	DAM: Towards a Foundation Model for Forecasting	None	ICLR 2024
Multivariable	TimesNet_data PEMS3478	TimeMixer	TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting	Pytorch	ICLR 2024
Multivariable	TimesNet_data	PDF	Periodicity Decoupling Framework for Long-term Series Forecasting	Pytorch	ICLR 2024
Multivariable Missing Value	METR-LA Electricity PEMS ETT BeijingAir	BiTGraph	Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values	Pytorch	ICLR 2024
Multivariable	TimesNet_data PEMS08	LIFT	Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators	Pytorch	ICLR 2024
Multivariable	ETT Weather ILI Traffic	STanHop	STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction	Pytorch	ICLR 2024
Multivariable	ETT Weather Electricity Traffic ILI CloudCluster	Pathformer	Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting	Pytorch	ICLR 2024
Multivariable	TimesNet_data	pits	Learning to Embed Time Series Patches Independently	Pytorch	ICLR 2024
Multivariable	ETT Weather Electricity Traffic	FITS	FITS: Modeling Time Series with 10k Parameters	Pytorch	ICLR 2024
Multivariable	ETT Electricity Weather Lora	AutoTCL	Parametric Augmentation for Time Series Contrastive Learnin	Pytorch	ICLR 2024
Multivariable	ETT Exchange ILI	GLIP	Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction	Pytorch	ICLR 2024
Multivariable	TimesNet_data	UniTime	UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting	Pytorch	WWW 2024
Multivariable	Ross Saratoga UpperPen SFC	DAN	Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting	Pytorch	AAAI 2024
Multivariable	ILI Weather Traffic Electricity ETT Exchange	HDMixer	HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting	Pytorch	AAAI 2024
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08 England TaxiBJ PEMS-BAY	STPGNN	Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting	None	AAAI 2024
Multivariable	FD001 FD002 FD003 FD004	FC-STGNN	Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data	Pytorch	AAAI 2024
Multivariable	PEMS04 PEMS08 blockchain	TMP-Nets	Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence	None	AAAI 2024
Multivariable	METR-LA PEMS-BAY	ModWaveMLP	ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting	TF	AAAI 2024
Multivariable	Flight Weather ETT Electricity Exchange	MSGNet	MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting	Pytorch	AAAI 2024
Multivariable	Self-PeMS	DLF	Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective	Pytorch	AAAI 2024
Multivariable	ETT Weather ILI Exchange	HTV-Trans	Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting	Pytorch	AAAI 2024
Multivariable	A-share Cross-Market ETT	ST-DAN	Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction	Pytorch	AAAI 2024
Irregular	USHCN MIMIC-III MIMIC-IV Physionet-12	GraFITi	GraFITi: Graphs for Forecasting Irregularly Sampled Time Series	Pytorch	AAAI 2024
Multivariable	ETT Electricity Traffic Weather Exchange	U-Mixer	U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting	None	AAAI 2024
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08	MultiSPANS	MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization	Pytorch	WSDM 2024
Multivariable	SIP NYC METR-LA	CreST	CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting	None	WSDM 2024
Multivariable	Web Traffic Labour Traffic Tourism	HTS	NeuralReconciler for Hierarchical Time Series Forecasting	None	WSDM 2024
Multivariable	NYC13 BikeNYC Chicago21 Chicago22	CityCAN	CityCAN: Causal Attention Network for Citywide Spatio-Temporal Forecasting	None	WSDM 2024
Multivariable	Solar Wiki Traffic ECG Electricity COVID-19 Weather ETT	FreTS	Frequency-domain MLPs are More Effective Learners in Time Series Forecasting	Pytorch	NIPS 2023
LLM4TS Zero Shot	Darts Monash Informer	-	Large Language Models Are Zero-Shot Time Series Forecasters	LLM	NIPS 2023
Zero Shot	ECL ETT Exchange ILI Traffic Weather	ForecastPFN	ForecastPFN: Synthetically-Trained Zero-Shot Forecasting	TF	NIPS 2023
Multivariable	ECL Traffic ETT Weather	WITRAN	WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting	Pytorch	NIPS 2023
Multivariable	ETT Weather PEMS03 PEMS04 PEMS07 PEMS08	Neural Lad	Neural Lad: A Neural Latent Dynamics Framework for Times Series Modeling	None	NIPS 2023
Multivariable	ETT Weather Electricity	OneNet	OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling	Pytorch	NIPS 2023
Multivariable Solar Irradiance	CAB TAM	CrossViVit	Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context	Pytorch	NIPS 2023
Multivariable	ECL ETT Exchange ILI Traffic Weather	Koopa	Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors	Pytorch	NIPS 2023
Multivariable	GPVAR METR-LA PEMS-BAY PEMS03 PEMS04 PEMS07 PEMS08 CER-E AQI	TTS-IMP	Taming Local Effects in Graph-based Spatiotemporal Forecasting	Pytorch	NIPS 2023
Multivariable	PEMS08 AIR-BJ AIR-GZ	CaST	Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment	Pytorch	NIPS 2023
Multivariable	PEMS08 METR-LA NYC Taxi NYC Bike	GPT-ST	GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks	Pytorch	NIPS 2023
Multivariable	Solar Wiki Traffic COVID-19	FourierGNN	FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective	Pytorch	NIPS 2023
Multivariable	ETT Weather Electricity Traffic	SimMTM	SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling	Pytorch	NIPS 2023
Multivariable	ETT Electricity Exchange Traffic Weather ILI	BasisFormer	BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis	Pytorch	NIPS 2023
Irregular	Neonate Traffic MIMIC StackOverflow BookOrder Exchange ETT ILI Weather	ContiFormer	ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling	Pytorch	NIPS 2023
Multivariable	Electricity Exchange Traffic Weather ILI ETT	SAN	Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective	Pytorch	NIPS 2023
Multivariable	ETT Electricity Exchange Traffic Weather ILI	DeepTime (Framework, Fourier Features, Meta-optimization)	Learning Deep Time-index Models for Time Series Forecasting	Pytorch	ICML 2023
Multivariable	Crime CHI-Taxi NYC-Bike NYC-Taxi CHI-House NYC-House	GraphST	Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation	Pytorch	ICML 2023
Multivariable	Synthetic Taxi Electricity Traffic	FeatureP (Feature Enhancement)	Feature Programming for Multivariate Time Series Prediction	Pytorch	ICML 2023
Multivariable	NorPool Caiso Weather ETT Wind Traffic Electricity Exchange	TimeDiff	Non-autoregressive Conditional Diffusion Models for Time Series Prediction	None	ICML 2023
Multivariable	ETT Electricity Exchange Traffic Weather ILI	MICN	MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting	Pytorch	ICLR 2023
Multivariable	ETT Weather Electricity ILI Traffic	Crossformer	Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting	Pytorch	ICLR 2023
Forecast Imputation Classifi AnomalyDet	ETT M4 Electricity Weather SMD,MSL SMAP,SWaT PSM	TimesNet	TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis	Pytorch	ICLR 2023
Multivariable		Meta-SSM	Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting	Pytorch	ICLR 2023
Multivariable	ETT Electricity Traffic Weather	FSNet	Learning Fast and Slow for Time Series Forecasting	Pytorch	ICLR 2023
Robust Multivariable	Traffic Taxi Wiki Electricity		Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms	Amazon	ICLR 2023
Multivariable	Electricity Crypto M4 Traffic Exchange	KNF	Koopman Neural Operator Forecaster for Time-series with Temporal Distributional Shifts	Pytorch	ICLR 2023
Multivariable	ETT Weather Electricity Traffic Exchange	SpaceTime	Effectively Modeling Time Series with Simple Discrete State Spaces	Pytorch	ICLR 2023
Multivariable	Weather Traffic Electricity ILI ETT	PatchTST	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers	Pytorch	ICLR 2023
Multivariable	Exchange Weather Electricity Traffic ILI	Scaleformer	Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting	Pytorch	ICLR 2023
Multivariable classification AnomalyDec	Electricity Weather ETTm1 MSL SMD SMAP	SBT	Sparse Binary Transformers for Multivariate Time Series Modeling	Pytorch	KDD 2023
Multivariable	SIP METR-LA KnowAir Electricity	CauSTG	Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning	Pytorch	KDD 2023
Robust Multivariable	PEMS-BAY PEMS04	RDAT	Robust Spatiotemporal Traffic Forecasting with Reinforced Dynamic Adversarial Training	Pytorch	KDD 2023
Multivariable	Beijing Chengdu Harbin	Frigate	Frigate: Frugal Spatio-temporal Forecasting on Road Networks	Pytorch	KDD 2023
Multivariable	XC-Traffic NYC-Traffic	GCIM	Generative Causal Interpretation Model for Spatio-Temporal Representation Learning	None	KDD 2023
Multivariable	Tourism Labour Wiki Flu-Symptoms FB-Survey	PROFHiT	When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting	Pytorch	KDD 2023
Multivariable Under Miss	AQI-36 AQI PEMS-BAY CER-E Healthcare SMAP	MIDM	An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series	Author	KDD 2023
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08 etc.	Localised	Localised Adaptive Spatial-Temporal Graph Neural Network	None	KDD 2023
Multivariable	PEMS3-Stream	PECPM	Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction	None	KDD 2023
Multivariable	Tourism Wiki Traffic	HPO	Hierarchical Proxy Modeling for Improved HPO in Time Series Forecasting	None	KDD 2023
Multivariable	Weather Traffic Electricity ETT	TSMixer	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	None	KDD 2023
Transfer Traffic Forecasting	PEMSD7M PEMSD7M METR-LA PEMS-BAY	TransGTR	Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across Cities	Author	KDD 2023
Multivariable	ETT Traffic Electricity Exchange Weather ILI	DLinear	Are Transformers Effective for Time Series Forecasting	Pytorch	AAAI 2023
Multivariable	METR-LA PEMSD7M	STC-Dropout	Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout	Pytorch	AAAI 2023
Multivariable	BJ-Bike NYC-Bike	STNSCM	Spatio-Temporal Neural Structural Causal Models for Bike Flow Prediction	Pytorch	AAAI 2023
Multivariable	XC-Trans XC-Speed	CCHMM	Causal Conditional Hidden Markov Model for Multimodal Traffic Prediction	Pytorch	AAAI 2023
Multivariable	NYCBike1 NYCBike2 NYCTaxi BJTaxi	ST-SSL	Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction	Pytorch	AAAI 2023
Multivariable	PV-US CER-En	SGP	Scalable Spatiotemporal Graph Neural Networks	Pytorch	AAAI 2023
Multivariable	Electricity Solar PEMS-BAY METR-LA	SRD	Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling	Pytorch	AAAI 2023
Multivariable	ETT Electricity	InfoTS	Time Series Contrastive Learning with Information-Aware Augmentations	Pytorch	AAAI 2023
Multivariable	PhysioNet MIMIC-III Activity Appliances Energy	PrimeNet	PrimeNet: Pre-training for Irregular Multivariate Time Series	Pytorch	AAAI 2023
Multivariable	Electricity ETT Weather	Dish-TS	Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting	Pytorch	AAAI 2023
Multivariable	ETT Electricity Exchange Traffic Weather ILI	NHITS	NHITS: Neural Hierarchical Interpolation for Time Series Forecasting	Pytorch	AAAI 2023
Multivariable	METR-LA ETT Weather	MegaCRN	Spatio-Temporal Meta-Graph Learning for Traffic Forecasting	Pytorch	AAAI 2023
Multivariable	Santa Traffic	NEC+	An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks	Pytorch	AAAI 2023
Extreme MTSF	Electricity Solar Weather Traffic	WaveForM	WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series	Pytorch	AAAI 2023
Multivariable	PEMS04 PEMS07 PEMS08 NYCTaxi CHBike TDrive	PDFormer	PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction	Pytorch	AAAI 2023
Multivariable	AmapBeijing AmapChengdu	STGNPP	Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction	None	AAAI 2023
Multivariable	ETT Electricity Exchange Traffic Weather ILI	InParformer	InParformer: Evolutionary Decomposition Transformers with Interactive Parallel Attention for Long-Term Time Series Forecasting	None	AAAI 2023
Multivariable	Tourism Labour M5	SLOTH	SLOTH: Structured Learning and Task-Based Optimization for Time Series Forecasting on Hierarchies	None	AAAI 2023
Multivariable	Wind Solar	eForecaster	eForecaster: Unifying Electricity Forecasting with Robust, Flexible, and Explainable Machine Learning Algorithms	None	AAAI 2023
Multivariable	NYCTaxi PEMS04	AutoSTL	AutoSTL: Automated Spatio-Temporal Multi-Task Learning	None	AAAI 2023
Multivariable	METR-LA PEMS-BAY	Trafformer	Trafformer: Unify Time and Space in Traffic Prediction	None	AAAI 2023
Multivariable	Electricity PM2.5 Exchange	DeLELSTM	DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series	Pytorch	IJCAI 2023
Multivariable	NYC-Bike PEMS-BAY PEMS08	ReMo	Not Only Pairwise Relationships: Fine-Grained Relational Modeling for Multivariate Time Series Forecasting	Pytorch	IJCAI 2023
Multivariable	NASA	MetePFL	Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data	Pytorch	IJCAI 2023
Multivariable	Hurricane Climate	Self-Recover	Self-Recover: Forecasting Block Maxima in Time Series from Predictors with Disparate Temporal Coverage Using Self-Supervised Learning	None	IJCAI 2023
Multivariable	Weather Traffc Electricity Exchange ILI	SMARTformer	SMARTformer: Semi-Autoregressive Transformer with Efficient Integrated Window Attention for Long Time Series Forecasting	None	IJCAI 2023
Multivariable	METR-LA Beijing Xiamen	INCREASE	INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging	TF	WWW 2023
Multivariable	MQPS ETT Electricity	KAE-Informer	KAE-Informer: A Knowledge Auto-Embedding Informer for Forecasting Long-Term Workloads of Microservices	Pytorch	WWW 2023
Multivariable	Typhoon-JP COVID-JP Hurricane-US	MemeSTN	Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster	Pytorch	WWW 2023
Multivariable	NYC Chicago	EALGAP	Extreme-Aware Local-Global Attention for Spatio-Temporal Urban Mobility Learning	Keras	ICDE 2023
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	DyHSL	Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting	Pytorch	ICDE 2023
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	STWave	When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks	Pytorch	ICDE 2023
Multivariable	Seattle PEMS04 PEMS08	SSTBAN	Self-Supervised Spatial-Temporal Bottleneck Attentive Network for Efficient Long-term Traffic Forecasting	Pytorch	ICDE 2023
Multivariable	PEMSD4 PEMSD8 AirBJ TrafficSIP	MGTF	A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework	Author	WSDM 2023
Multivariable	METR-LA PEMS-BAY PEMS04 PEMS07 PEMS08	STAEformer	Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting	Pytorch	CIKM 2023
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	TrendGCN	Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting	Pytorch	CIKM 2023
Multivariable	ETT Electricity Traffic Weather ILI Exchange	GCformer	GCformer: An Efficient Solution for Accurate and Scalable Long-Term Multivariate Time Series Forecasting	Pytorch	CIKM 2023
Multivariable	ETT Electricity Traffic	Seq2Peak	Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting	Pytorch	CIKM 2023
Multivariable	PEMS04 PEMS07 PEMS08 NYC Crime CHI Crime	CL4ST	Spatio-Temporal Meta Contrastive Learning	Pytorch	CIKM 2023
Multivariable	NYC Bike NYC Taxi	MLPST	MLPST: MLP is All You Need for Spatio-Temporal Prediction	Author	CIKM 2023
Multivariable	TaxiBJ BikeNYC	MC-STL	Mask- and Contrast-Enhanced Spatio-Temporal Learning for Urban Flow Prediction	Pytorch	CIKM 2023
Multivariable	PeMS Beijing Electricity COVID-CHI	MemDA	MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation	Pytorch	CIKM 2023
Cross City Traffic	PEMS-BAY METR-LA Chengdu Shenzhen	TPB	Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank	Pytorch	CIKM 2023
Traffic Speed	METR-LA PEMS-BAY PEMSD7M	UAGCRN	Enhancing Spatio-temporal Traffic Prediction through Urban Human Activity Analysis	TF	CIKM 2023
Multivariable	Complaint NYC Taxi	PromptST	PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction	Pytorch	CIKM 2023
Multivariable	METR-LA PEMS-BAY PEMS08	HIEST	Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting	Pytorch	CIKM 2023
Multivariable	ETT Electricity Weather Traffic	TemDep	TemDep: Temporal Dependency Priority for Multivariate Time Series Prediction	Pytorch	CIKM 2023
Traffic	BJ-Center METR-LA	ST-MoE	ST-MoE: Spatio-Temporal Mixture-of-Experts for Debiasing in Traffic Prediction	None	CIKM 2023
Multivariable	ETT Electricity Weather Traffic Exchange	AVGNets	Learning Visibility Attention Graph Representation for Time Series Forecasting	None	CIKM 2023
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	STGBN	Spatial-Temporal Graph Boosting Networks: Enhancing Spatial-Temporal Graph Neural Networks via Gradient Boosting	None	CIKM 2023
Multivariable	ETT Electricity Traffic ILI Exchange	FAMC-Net	FAMC-Net: Frequency Domain Parity Correction Attention and Multi-Scale Dilated Convolution for Time Series Forecasting	None	CIKM 2023
Cross City Traffic	NYC Chicago Nashville	CARPG	CARPG: Cross-City Knowledge Transfer for Traffic Accident Prediction via Attentive Region-Level Parameter Generation	None	CIKM 2023
Traffic	SPEED FLOW	CANet	Clustering-property Matters: A Cluster-aware Network for Large Scale Multivariate Time Series Forecasting	None	CIKM 2023
Multivariable	ETT Exchange ILI Weather Electricity Traffic	DSformer	DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction	None	CIKM 2023
Multivariable	Wufu	MODE	Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data	None	CIKM 2023
Multivariable	NYC	MetaRSTP	Region Profile Enhanced Urban Spatio-Temporal Prediction via Adaptive Meta-Learning	None	CIKM 2023
Multivariable	SIP NYC METR-LA	G2S	Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics	None	SDM 2023
Multivariable	Solar PEMS-BAY Electricity	ERL	Time-delayed Multivariate Time Series Predictions	None	SDM 2023
Multivariable	Weather2K	Weather2K	Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations	Weather2K	AISTATS 2023
Multivariable	ETT Electricity Exchange Traffic Weather ILI	FiLM	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	ETT Electricity Exchange Weather	LaST	Learning Latent Seasonal-Trend Representations for Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	ETT Electricity Exchange Traffic Weather ILI	WaveBound	WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	COVID-19 PEMS04 PEMS08 Temperature Bytom Wind	ZFC-SHCN	Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting	Future	NeurIPS 2022
Multivariable	ETT Traffic Solar Electricity Exchange PEMS03 PEMS04 PEMS07 PEMS08	SCINet	SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction	Pytorch	NeurIPS 2022
Multivariable	Electricity ETT Exchange ILI Traffic Weather	NonstaTransformer	Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting	Pytorch	NeurIPS 2022
Multivariable	Traffic Solar Electricity Exchange PEMS07(M) PEMS-BAY	TPGNN	Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks	Future	NeurIPS 2022
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	DSTAGNN	DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting	Pytorch	ICML 2022
Multivariable	ETT Electricity Exchange Traffic Weather ILI	FEDformer (EncDec, EnhancedFeature)	FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting	Pytorch	ICML 2022
Multivariable	Traffic Electricity Wiki Sales	DAF	DAF-Domain Adaptation for Time Series Forecasting via Attention Sharing	None	ICML 2022
Multivariable	Electricity Solar Fred MD KDD Cup	TACTiS (Copulas, Trans)	TACTiS: Transformer-Attentional Copulas for Time Series	Pytorch	ICML 2022
Multivariable	French Electricity	AgACI	Adaptive Conformal Predictions for Time Series	Python,R	ICML 2022
Traffic Speed	NAVER-Seoul METR-LA	PM-MemNet (Mem,KNN)	Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting	Pytorch	ICLR 2022
Multivariable	PEMS03 PEMS04 PEMS08 COVID-19,etc	TAMP-S2GCNets (GCN,AR, Topological Features)	TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting	Pytorch	ICLR 2022
Multivariable	ETT Electricity Weather	CoST	CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting	Pytorch	ICLR 2022
Multivariable	Electricity Traffic M4 CASIO NP	DEPTS	DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting	Pytorch	ICLR 2022
Multivariable	ETT Electricity Wind App Flow	Pyraformer	Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting	Pytorch	ICLR 2022
Multivariable	ETT Electricity M4 Air Quality Nasdaq	RevIN	Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift	Pytorch	ICLR 2022
Multivariable	METR-LA PEMS-BAY PEMS04 PEMS08	D2STGNN	Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	Pytorch	VLDB 2022
Multivariable	METR-LA PEMS-BAY PEMS04	STEP	Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting	Pytorch	KDD 2022
Multivariable	Solar Electricity Exchange Wind NYCBike NYCTaxi	ESG	Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting	Pytorch	KDD 2022
Multivariable	METR-LA Solar Traffic ECG5000	VSF	Multi-Variate Time Series Forecasting on Variable Subsets	Pytorch,dgl	KDD 2022
Multivariable	DC Bike DC Taxi	CrossTReS	Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting	Pytorch,dgl	KDD 2022
Multivariable	ETT Weather Exchange Traffic Electricity	Quatformer	Learning to Rotate: Quaternion Transformer for Complicated Periodical Time Series Forecasting	MRA-BGCN Author None Code	KDD 2022
Multivariable	NYCBike NYCTaxi PEMS03 PEMS08	GMSDR	MSDR: Multi-Step Dependency Relation Networks for Spatial Temporal Forecasting	Pytorch	KDD 2022
Multivariable	Hangzhou NYC	DTIGNN	Modeling Network-level Traffic Flow Transitions on Sparse Data	Pytorch	KDD 2022
Multivariable	Temperature Cloud cover Humidity Wind	CLCRN	Conditional Local Convolution for Spatio-temporal Meteorological Forecasting	Pytorch	AAAI 2022
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08 PEMS07(M) PEMS07(L)	STG-NCDE	Graph Neural Controlled Differential Equations for Traffic Forecasting	Pytorch	AAAI 2022
Traffic Flow	GT-221 WRS-393 ZGC-564	STDEN	STDEN: Towards Physics-guided Neural Networks for Traffic Flow Prediction	Pytorch	AAAI 2022
Multivariable	Electricity Traffic PEMS07(M) METR-LA	CATN	CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting	None	AAAI 2022
Multivariable	ETT Electricity	TS2Vec	TS2Vec: Towards Universal Representation of Time Series	Pytorch	AAAI 2022
Multivariable	ETT Electricity Weather	Triformer	Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version	Pytorch	IJCAI 2022
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	FOGS	FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting	Pytorch	IJCAI 2022
Multivariable	PEMS04 PEMS08 RPCM	RGSL	Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting	Pytorch	IJCAI 2022
Multivariable	Air Quality Parking	DMGA	Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention	None	IJCAI 2022
Multivariable	YellowCab GreenCab Solar	ST-KMRN	Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data	Author	IJCAI 2022
Multivariable	NYCTaxi NYCBike CHIBike BJTaxi Chengdu	STAN	When Transfer Learning Meets Cross-City Urban Flow Prediction: Spatio-Temporal Adaptation Matters	None	IJCAI 2022
Multivariable	Hurricanes Ausgrid Weather	DeepExtrema	DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data	Pytorch	IJCAI 2022
Multivariable	GoogleSymptoms Covid19 Power Tweet	CAMul	CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting	Pytorch	WWW 2022
Multivariable	Electricity Stock	MRLF	Multi-Granularity Residual Learning with Confidence Estimation for Time Series Prediction	Pytorch	WWW 2022
Multivariable Classification Forecasting	MuJoCo Google Stock	EXIT	EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting	Pytorch	WWW 2022
Traffic Flow	PEMS03 PEMS04 PEMS07 PEMS08	ST-WA	Towards Spatio- Temporal Aware Traffic Time Series Forecasting	Pytorch	ICDE 2022
Mobility Prediction	NYC Dallas Miami	SHIFT	Translating Human Mobility Forecasting through Natural Language Generation	Hao Xue	WSDM 2022
Traffic Flow	TaxiBJ BikeNYC	ST-GSP	ST-GSP: Spatial-Temporal Global Semantic Representation Learning for Urban Flow Prediction	Pytorch	WSDM 2022
Multivariable	Traffic Temperature	ReTime	Retrieval Based Time Series Forecasting	None	CIKM 2022
Multivariable	Rainfall Traffic ETT Stock Climate	DXtreMM	Deep Extreme Mixture Model for Time Series Forecasting	Pytorch	CIKM 2022
MTS Analysis MTS Forecasting Anormaly Detection	ETT Electricity SMD SMAP MSL SWaT	MARINA	MARINA: An MLP-Attention Model for Multivariate Time-Series	None	CIKM 2022
Traffic Speed	METR-LA PEMS-BAY	ResCAL	Residual Correction in Real-Time Traffic Forecasting	None	CIKM 2022
Model Selection		AutoForecast	AutoForecast: Automatic Time-Series Forecasting Model Selection	None	CIKM 2022
Traffic Flow	PEMS04 PEMS07 PEMS08	DastNet	Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities	Pytorch	CIKM 2022
Traffic Flow & Speed	METR-LA PEMS-BAY PEMS03 PEMS04 PEMS07 PEMS08	AutoSTS	Automated Spatio-Temporal Synchronous Modeling with Multiple Graphs for Traffic Prediction	YongLi THU	CIKM 2022
Traffic Condition	TRCV-BJ TRCV-SH TRCV-ZZ	DuTraffic	DuTraffic: Live Traffic Condition Prediction with Trajectory Data and Street Views at Baidu Maps	None	CIKM 2022
Multivariable	ETT Electricity WTH Weather ILI Exchange	Linear	Do Simpler Statistical Methods Perform Better in Multivariate Long Sequence Time-Series Forecasting?	None	CIKM 2022
Multivariable	Solar Traffic Electricity Exchange	MAGL	Memory Augmented Graph Learning Networks for Multivariate Time Series Forecasting	None	CIKM 2022
Multivariable	PEMS04 PEMS07 PEMS08 PEMS-BAY Electricity	STID	Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting	Pytorch	CIKM 2022
Multivariable	METR-LA PEMS-BAY PEMS04 PEMS07	ASTTN	Adaptive Graph Spatial-Temporal Transformer Network for Traffic Forecasting	None	CIKM 2022
Multivariable	Seoul	CGAN	Context-aware Traffic Flow Forecasting in New Roads	None	CIKM 2022
Traffic Flow & Speed	METR-LA PEMS-BAY PEMS-M PEMS04 PEMS08	ST-GAT	ST-GAT: A Spatio-Temporal Graph Attention Network for Accurate Traffic Speed Prediction	Author	CIKM 2022
Traffic Speed	METR-LA PEMS-BAY	HOMGNNs	Higher-Order Masked Graph Neural Networks for Traffic Flow Prediction	Pytorch	ICDM 2022
Multivariable	M4 Electricity car-parts	TopAttn	Topological Attention for Time Series Forecasting	Pytorch Future	NeurIPS 2021
Multivariable	Rossmann M5 Wiki	MisSeq	MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data	None	NeurIPS 2021
Multivariable	ETT Electricity Exchange Traffic Weather ILI	Autoformer	Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting	Pytorch	NeurIPS 2021
Multivariable	PEMS04 PEMS08 Traffic ADI M4 ,etc	Error	Adjusting for Autocorrelated Errors in Neural Networks for Time Series	Pytorch	NeurIPS 2021
Multivariable	Bytom Decentraland PEMS04 PEMS08	Z-GCNETs	Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting	Pytorch	ICML 2021
Multivariable	PEMS07(M) METR-LA PEMS-BAY	Cov	Conditional Temporal Neural Processes with Covariance Loss	None	ICML 2021
Multivariable	METR-LA PEMS-BAY PMU	GTS	Discrete Graph Structure Learning for Forecasting Multiple Time Series	Pytorch	ICLR 2021
Multivariable	Benz Air Quality FuelMoisture	framework	A Transformer-based Framework for Multivariate Time Series Representation Learning	Pytorch	KDD 2021
Federated Multivariable	PEMS-BAY METR-LA	CNFGNN	Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling	Pytorch	KDD 2021
Traffic Speed	PEMS04 PEMS08 England	DMSTGCN	Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting	Pytorch	KDD 2021
Traffic Flow	PEMS07(M) PEMS07(L) PEMS03 PEMS04 PEMS07 PEMS08	STGODE	Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting	Pytorch	KDD 2021
Multivariable	BikeNYC PEMS07(M) Electricity	ST-Norm	ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting	Pytorch	KDD 2021
Multivariable	DiDiXM DiDiCD	TrajNet	TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction	None	KDD 2021
Robust Forecasting	MIMIC-III USHCN KDD-CUP	DGM	Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series	Pytorch	AAAI 2021
Multivariable	Guangzhou Seattle HZMetro , etc.	DSARF	Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting	Pytorch	AAAI 2021
Traffic Speed	METR-LA PEMS-BAY	FC-GAGA	FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting	TF	AAAI 2021
Traffic Speed	DiDiJiNan DiDiXiAn	HGCN	Hierarchical Graph Convolution Network for Traffic Forecasting	Pytorch	AAAI 2021
Multivariable	ETT Weather Electricity	Informer	Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting	Pytorch	AAAI 2021
Traffic Flow	NYCMetro NYC Bike NYC Taxi	MOTHER	Modeling Heterogeneous Relations across Multiple Modes for Potential Crowd Flow Prediction	None	AAAI 2021
Multivariable	METR-LA PEMS-BAY PEMS07(M) PEMS07(L) PEMS03 PEMS04 PEMS07 PEMS08	STFGNN	Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting	Mxnet	AAAI 2021
Multivariable	BJ Taxi NYC Taxi NYC Bike1 NYC Bike2	STGDN	Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network	Mxnet	AAAI 2021
Traffic Flow	SG-TAXI	TrGNN	Traffic Flow Prediction with Vehicle Trajectories	Pytorch	AAAI 2021
Multivariable	Road POIs SIGtraf	DMLM	Predicting Traffic Congestion Evolution: A Deep Meta Learning Approach	Future	IJCAI 2021
Multivariable	East Bay METR-LA US	D-DA-GRNN	EnhanceNet: Plugin Neural Networks for Enhancing Correlated Time Series Forecasting	Pytorch	ICDE 2021
Multivariable	Water Humidity Wind, etc	EA-DRL	An Actor-Critic Ensemble Aggregation Model for Time-Series Forecasting	None	ICDE 2021
Traffic Flow	TaxiBJ DiDiCD TaxiRome	AttConvLSTM	Modeling Citywide Crowd Flows using Attentive Convolutional LSTM	None	ICDE 2021
Traffic Speed Traffic Flow	METR-LA PEMS-BAY eMS03 PEMS04 PEMS07 PEMS08...	Benchmark	An Empirical Experiment on Deep Learning Models for Predicting Traffic Data	Future	ICDE 2021
Multivariable	Motes Soil Revenue Traffic 20CR	NET	Network of Tensor Time Series	Pytorch	WWW 2021
Multivariable	VevoMusic WikiTraffic LOS-LOOP SZ-taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Pytorch	WWW 2021
Multivariable	METR-LA Wiki-EN	REST	REST: Reciprocal Framework for Spatiotemporal-coupled Predictions	None	WWW 2021
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08 HZMetro	ASTGNN	Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting	Pytorch	TKDE 2021
Multivariable	TaxiBJ BikeNYC-I BikeNYC-II TaxiNYC METR-LA PEMS-BAY PEMS07(M)	DL-Traff	DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction	Graph:PyTorch Grid:TF	CIKM 2021
Multivariable	METR-LA PEMS-BAY PEMS07(M)	TorchGeoTem	PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models	PyTorch	CIKM 2021
Traffic Flow	TaxiBJ BikeNYC	LLF	Learning to Learn the Future: Modeling Concept Drifts in Time Series Prediction	None	CIKM 2021
Multivariable	ETT Electricity	HI	Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting	None	CIKM 2021
Multivariable	ETT ELE	AGCNT	AGCNT: Adaptive Graph Convolutional Network for Transformer-based Long Sequence Time-Series Forecasting	None	CIKM 2021
Cellular Traffic	cellular	MPGAT	Multivariate and Propagation Graph Attention Network for Spatial-Temporal Prediction with Outdoor Cellular Traffic	Pytorch Future	CIKM 2021
Traffic Speed	METR-LA PEMS-BAY Simulated	STNN	Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting	Pytorch	ICDM 2021
Traffic Speed	DiDiCD DiDiXiAn	T-wave	Trajectory WaveNet: A Trajectory-Based Model for Traffic Forecasting	Pytorch	ICDM 2021
Multivariable	Sanyo Hanergy Solar Electricity Exchange	SSDNet	SSDNet: State Space Decomposition Neural Network for Time Series Forecasting	Pytorch	ICDM 2021
Traffic Volumn	HangZhou City JiNan City	CTVI	Temporal Multi-view Graph Convolutional Networks for Citywide Traffic Volume Inference	Pytorch	ICDM 2021
Traffic Volumn	Uber Movements Grab-Posisi	TEST-GCN	TEST-GCN: Topologically Enhanced Spatial-Temporal Graph Convolutional Networks for Traffic Forecasting	None	ICDM 2021
Multivariable	Air Quality City Meterology	ATGCN	Modeling Inter-station Relationships with Attentive Temporal Graph Convolutional Network for Air Quality Prediction	None	WSDM 2021
Traffic Flow	WalkWLA BikeNYC TaxiNYC	PDSTN	Predicting Crowd Flows via Pyramid Dilated Deeper Spatial-temporal Network	None	WSDM 2021
Traffic Flow	PEMS04 PEMS08	AGCRN	Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	Pytorch	NeurIPS 2020
Multivariable	Electricity Traffic Wind Solar M4-Hourly	AST	Adversarial Sparse Transformer for Time Series Forecasting	Pytorch	NeurIPS 2020
Multivariable	METR-LA PEMS-BAY PEMS07 PEMS03 PEMS04 ,etc	StemGNN	Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting	Pytorch	NeurIPS 2020
Multivariable	M4 M3 Tourism	N-BEATS	N-BEATS: Neural basis expansion analysis for interpretable time series forecasting	Pytorch+Keras	ICLR 2020
Traffic Flow	Traffic Energy Electricity Exchange METR-LA PEMS-BAY	MTGNN	Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks	Pytorch	KDD 2020
Traffic Flow	Taxi-NYC Bike-NYC CTM	DSAN	Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction	TF	KDD 2020
Traffic Speed Traffic Flow	Shenzhen	Curb-GAN	Curb-GAN: Conditional Urban Traffic Estimation through Spatio-Temporal Generative Adversarial Networks	Pytorch	KDD 2020
Traffic Flow	TaxiBJ CrowdBJ TaxiJN TaxiGY	AutoST	AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction	None	KDD 2020
Traffic Volumn	W3-715 E5-2907	HSTGCN	Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data	None	KDD 2020
Multivariable	Xiamen PEMS-BAY	GMAN	GMAN: A Graph Multi-Attention Network for Traffic Prediction	TF Pytorch	AAAI 2020
Multivariable	PEMS03 PEMS04 PEMS07 PEMS08	STSGCN	Spatial-temporal synchronous graph convolutional networks: A new framework for spatial-temporal network data forecasting	Mxnet Pytorch	AAAI 2020
Multivariable	Traffic Energy NASDAQ	MLCNN	Towards Better Forecasting by Fusing Near and Distant Future Visions	Pytorch	AAAI 2020
Multivariable	PEMS-S PEMS-BAY METR-LA BJF BRF BRF-L	SLCNN	Spatio-temporal graph structure learning for traffic forecasting	None	AAAI 2020
Traffic Speed	METR-LA PEMS-BAY	MRA-BGCN	Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting	None	AAAI 2020
Metro Flow	HKMetro	WDGTC	Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction	TF	AAAI 2020
Multivariable	MovingMNIST TaxiBJ KTH	SA-ConvLSTM	Self-Attention ConvLSTM for Spatiotemporal Prediction	TF PyTorch	AAAI 2020
Metro Flow	SydneyMetro	MLC-PPF	Potential Passenger Flow Prediction-A Novel Study for Urban Transportation Development	None	AAAI 2020
Commuting Flow	Lodes Pluto OSRM	GMEL	Learning Geo-Contextual Embeddings for Commuting Flow Prediction	Pytorch	AAAI 2020
Multivariable	Traffic Exchange Solar	DeepTrends	Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series	TF	AAAI 2020
Multivariable	Traffic Electricity SmokeVideo PCSales RawMaterials	BHT	Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting	Python	AAAI 2020
Traffic Speed	PEMS04 PEMS07 PEMS08	LSGCN	LSGCN: Long Short-Term Traffic Prediction with Graph Convolutional Networks	TF	IJCAI 2020
Traffic Flow	BikeNYC MobileBJ	CSCNet	A Sequential Convolution Network for Population Flow Prediction with Explicitly Correlation Modelling	None	IJCAI 2020
Multivariable	USDCNY USDKRW USDIDR	WATTNet	WATTNet: learning to trade FX via hierarchical spatio-temporal representation of highly multivariate time series	TF	IJCAI 2020
Fine-grained	CitiBikeNYC Div Metro	GACNN	Towards Fine-grained Flow Forecasting: A Graph Attention Approach for Bike Sharing Systems	None	WWW 2020
Flow Distribution	Austin Louisville Minneapolis	GCScoot	Dynamic Flow Distribution Prediction for Urban Dockless E-Scooter Sharing Reconfiguration	None	WWW 2020
Traffic Speed	METR-LA PEMS-BAY	STGNN	Traffic Flow Prediction via Spatial Temporal Graph Neural Network	Pytorch	WWW 2020
Traffic Speed	DiDiCD	STAG-GCN	Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting	Pytorch	CIKM 2020
Traffic Speed	METR-LA PEMS-BAY	ST-GRAT	ST-GRAT: A Novel Spatio-temporal Graph Attention Networks for Accurately Forecasting Dynamically Changing Road Speed	Pytorch	CIKM 2020
Traffic Flow	BJ-Taxi NYC-Taxi NYC-Bike-1 NYC-Bike-2	ST-CGA	Spatial-Temporal Convolutional Graph Attention Networks for Citywide Traffic Flow Forecasting	Keras	CIKM 2020
Traffic Flow	NYCBike NYCTaxi	MT-ASTN	Multi-task Adversarial Spatial-Temporal Networks for Crowd Flow Prediction	Pytorch	CIKM 2020
Traffic Speed	SFO NYC	DIGC	Deep Graph Convolutional Networks for Incident-Driven Traffic Speed Prediction	None	CIKM 2020
Metro Flow	SZMetro HZMetro	STP-TrellisNets	STP-TrellisNets: Spatial-Temporal Parallel TrellisNets for Metro Station Passenger Flow Prediction	None	CIKM 2020
Multivariable	Air Quality BikeNYC METR-LA	AGSTN	AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting	Keras	ICDM 2020
Traffic Speed	METR-LA PEMS-BAY	FreqST	FreqST: Exploiting Frequency Information in Spatiotemporal Modeling for Traffic Prediction	None	ICDM 2020
Traffic Flow	PEMS03 PEMS07	TSSRGCN	Tssrgcn: Temporal spectral spatial retrieval graph convolutional network for traffic flow forecasting	None	ICDM 2020
Multivariable	Air Quality DarkSky Geographic	DeepLATTE	Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction	Pytorch	ICDM 2020
Traffic Flow	XATaxi BJTaxi PortoTaxi	ST-PEFs	Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction Based on Potential Energy Fields	None	ICDM 2020
Traffic Speed Flow	SZSpeed SZTaxi	cST-ML	cST-ML: Continuous Spatial-Temporal Meta-Learning for Traffic Dynamics Prediction	Pytorch	ICDM 2020
Multivariable	Electricity Traffic Wiki PEMS07(M)	DeepGLO	Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting	Pytorch	NeurIPS 2019
Multivariable	Electricity Traffic Solar M4 Wind	LogSparse	Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting	Pytorch	NeurIPS 2019
Multivariable	Synthetic ECG5000 Traffic	DILATE	Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models	Pytorch	NeurIPS 2019
Traffic Flow	Earthquake	DeepUrbanEvent	DeepUrbanEvent: A System for Predicting Citywide Crowd Dynamics at Big Events	Keras	KDD 2019
Traffic Flow Speed	TDrive METR-LA	ST-MetaNet	Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning	Mxnet	KDD 2019
Multivariable	Rossman Walmart Electricity Traffic Parts	ARU	Streaming Adaptation of Deep Forecasting Models using Adaptive Recurrent Units	TF	KDD 2019
Multivariable	Air Quality	AccuAir	AccuAir: Winning Solution to Air Quality Prediction for KDD Cup 2018	None	KDD 2019
Traffic Flow	Simulated RoadTraffic Wikipedia	ERMreg	Regularized Regression for Hierarchical Forecasting Without Unbiasedness Conditions	None	KDD 2019
Multivariable under event	Climate Stock Pseudo	EVL	Modeling Extreme Events in Time Series Prediction	None	KDD 2019
Traffic Flow	PEMS04 PEMS08 METR-LA	ASTGCN	Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting	Mxnet	AAAI 2019
Traffic Flow Speed	NYC PEMS0(M)	DGCNN	Dynamic spatial-temporal graph convolutional neural networks for traffic forecasting	None	AAAI 2019
Traffic FLow	NYC-Taxi NYC-Bike	STDN	Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction	Keras	AAAI 2019
Traffic Flow	MobileBJ BikeNYC	DeepSTN+	DeepSTN+: context-aware spatial-temporal neural network for crowd flow prediction in metropolis	TF	AAAI 2019
Traffic Speed	METR-LA PEMS-BAY	Res-RGNN	Gated residual recurrent graph neural networks for traffic prediction	None	AAAI 2019
Traffic FLow	MetroBJ BusBJ TaxiBJ	GSTNet	GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction	Pytorch	IJCAI 2019
Traffic Speed	METR-LA PEMS-BAY	GWN	Graph WaveNet for Deep Spatial-Temporal Graph Modeling	Pytorch	IJCAI 2019
Traffic Flow	DidiSY BikeNYC TaxiBJ	STG2Seq	STG2Seq: Spatial-Temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting	TF	IJCAI 2019
Multivariable	GHL Electricity TEP	DyAt	DyAt Nets: Dynamic Attention Networks for State Forecasting in Cyber-Physical Systems	Pytorch	IJCAI 2019
Multivariable	Air Quality	MGED	Multi-Group Encoder-Decoder Networks to Fuse Heterogeneous Data for Next-Day Air Quality Prediction	None	IJCAI 2019
Traffic Volumn	Chicago Boston	MetaST	Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction	TF	WWW 2019
TrafficPred imputation	GZSpeed HZMetro Seattle London	BTF	Bayesian Temporal Factorization for Multidimensional Time Series Prediction	Python	TPAMI 2019
Multivariable	Gas Station	DSANet	DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting	Pytorch	CIKM 2019
Multivariable	Solar Traffic Exchange Electricity PEMS ,etc	Study	Experimental Study of Multivariate Time Series Forecasting Models	None	CIKM 2019
Traffic Speed	DiDiCD DiDiXA	BTRAC	Boosted Trajectory Calibration for Traffic State Estimation	None	ICDM 2019
Multivariable	Photovoltaic	MTEX-CNN	MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks	Pytorch	ICDM 2019
Traffic Speed	BJER4 PEMS07(M) PEMS07(L)	STGCN	Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	TF Mxnet Pytorch1 Pytorch2 Pytorch3	IJCAI 2018
Traffic Speed	METR-LA PEMS-BAY	DCRNN	Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting	TF Pytorch	ICLR 2018

Multivariable Probabilistic Time Series Forecasting

Task	Data	Model	Paper	Code	Publication
Paper Nums:40+
probability	Exchange ILI ETT Electricity Traffic Weather	TMDM	Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting	None	ICLR 2024
probability	Exchange Solar Electricity Traffic Taxi Wikipedia	VQ-TR	VQ-TR: Vector Quantized Attention for Time Series Forecasting	None	ICLR 2024
Conformer	COVID-19	CopulaCPTS	Copula Conformal prediction for multi-step time series prediction	Pytorch	ICLR 2024
probability	Solar Electricity Traffic Taxi Wikipedia	LDT	Latent Diffusion Transformer for Probabilistic Time Series Forecasting	None	AAAI 2024
probability	Solar Electricity Traffic Exchange M4-Hourly UberTLC KDDCup Wikipedia	TSDiff	Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting	GluonTS	NIPS 2023
Quantile	Electricity Kaggle M4-daily Traffic Wiki	Ensemble	Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting	None	ICML 2023
Quantile	Boston Concrete kin8nm Power Protein Wine M5	BVAE	Neural Spline Search for Quantile Probabilistic Modeling	None	AAAI 2023
Quantile	Traffc Electricity Solar Energy	pTSE	pTSE: A Multi-model Ensemble Method for Probabilistic Time Series Forecasting	None	IJCAI 2023
probability	PEMS03 PEMS04 PEMS07 PEMS08	DeepSTUQ	Uncertainty Quantification for Traffic Forecasting: A Unified Approach	None	ICDE 2023
probability	Electricity Traffc Solar Exchange M4	PDTrans	Probabilistic Decomposition Transformer for Time Series Forecasting	Pytorch	SDM 2023
probability	Taxi Electricity Traffc Exchange	COPDEEPAR	Coherent Probabilistic Forecasting of Temporal Hierarchies	GluonTS	AISTATS 2023
probability	Traffic Electricity Weather ETT Wind	BVAE	Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement	Paddle	NeurIPS 2022
probability &	Stock Price Wind Speed	Volat	Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes	Pytorch,GPyTorch	ICML 2022
probability & Point & Others	electricity Yacht Boston, etc	AQF	Autoregressive Quantile Flows for Predictive Uncertainty Estimation	None	ICLR 2022
probability	IRIS Digits EightSchools	EMF	Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling	Pytorch	ICLR 2022
probability	Bike Sharing UCI NYU Depth v2	NatPN	Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions	Pytorch	ICLR 2022
probability	Carbon Concrete Energy Housing,etc	β−NLL	On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks	Pytorch	ICLR 2022
probability & Point	CDP SLD	STZINB-GNN	Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks	Pytorch	KDD 2022
probability & Point	Sichuan Panama	PrEF	PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model	None	AAAI 2022
probability	ETT Solar Electricity	KLST	Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts	Pytorch	IJCAI 2022
probability	Exchange Solar Electricity Traffic Wiki	EMSSM	Memory Augmented State Space Model for Time Series Forecasting	None	IJCAI 2022
Prediction Intervals	DMV Census Forest Power	Evaluation	Prediction Intervals for Learned Cardinality Estimation: An Experimental Evaluation	None	ICDE 2022
Periodic Forecasting	ETT Weather	DeepFS	Bridging Self-Attention and Time Series Decomposition for Periodic Forecasting	None	CIKM 2022
probability	Electricity Traffic Wiki M4	ISQF	Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting	GluonTS	AISTATS 2022
probability	M4 Traffic Electricity	Robust	Robust Probabilistic Time Series Forecasting	GluonTS	AISTATS 2022
probability	Electricity Traffic M4	MQF	Multivariate Quantile Function Forecaster	GluonTS	AISTATS 2022
probability	Electricity Traffic Wiki Azure	C2FAR	C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting	Future	AISTATS 2022
Imputation & Probabilistic	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Pytorch	NeurIPS 2021
probability	MIMIC-III EEG COVID-19	CF-RNN	Conformal Time-series Forecasting	Pytorch	NeurIPS 2021
probability	CDC Flu	EPIFNP	When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting	Pytorch	NeurIPS 2021
probability	Basketball Weather	GLIM	Probability Paths and the Structure of Predictions over Time	R	NeurIPS 2021
probability	Facebook Meps Star Bike ,etc	LSF	Probabilistic Forecasting: A Level-Set Approach	GluonTS	NeurIPS 2021
probability	Solar Electricity Traffic Taxi Wikipedia	ProTran	Probabilistic Transformer For Time Series Analysis	None	NeurIPS 2021
Prediction Intervals	Solar Wind	EnbPI	Conformal prediction interval for dynamic time-series	Pytorch	ICML 2021
probability	Exchange Solar Electricity Traffic Taxi Wiki	TimeGrad	Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting	Pytorch	ICML 2021
probability & Point	PEMS03 PEMS04 PEMS07 PEMS08 Electricity Traffic , etc	AGCGRU	RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting	TF	ICML 2021
probability	Tourism Labour Traffic Wiki Electricity Traffic , etc	Hier-E2E	End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series	MXNet	ICML 2021
probability	Sine MNIST Billiards S&P Stock	Whittle	Whittle Networks: A Deep Likelihood Model for Time Series	TF	ICML 2021
probability	METR-LA PEMS-BAY PMU	GTS	Discrete Graph Structure Learning for Forecasting Multiple Time Series	Pytorch	ICLR 2021
probability & Point	Exchange Solar Electricity Traffic Taxi Wikipedia	MAF	Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows	Pytorch	ICLR 2021
probability	MNIST PhysioNet2012	PNCNN	Probabilistic Numeric Convolutional Neural Networks	None	ICLR 2021
probability & Point	Energy Wine Power MSD, etc	PGBM	Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression	Pytorch	KDD 2021
probability	DiDICD	TrajNet	TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction	None	KDD 2021
probability	Air Quality METR-LA COVID-19	UQ	Quantifying Uncertainty in Deep Spatiotemporal Forecasting	Pytorch	KDD 2021
probability	Electricity Traffic Environment Air Quality Dewpoint,etc	VSMHN	Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting	Pytorch	AAAI 2021
probability & Point	Traffic Electricity Wiki Solar Taxi	TLAE	Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting	None	AAAI 2021
probability	Patient EHR Public Health	UNITE	UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data	Pytorch	WWW 2021
probability	Exchange Solar Electricity Traffic Wiki	ARSGLS	Deep Rao-Blackwellised Particle Filters for Time Series Forecasting	None	NeurIPS 2020
probability	Electricity Traffic Wind Solar M4	AST	Adversarial Sparse Transformer for Time Series Forecasting	Pytorch	NeurIPS 2020
probability	Traffic Electricity	STRIPE	Probabilistic Time Series Forecasting with Shape and Temporal Diversity	Pytorch	NeurIPS 2020
probability	Exchange Solar Electricity Wiki Traffic	NKF	Normalizing Kalman Filters for Multivariate Time Series Analysis	None	NeurIPS 2020
quantile	MIMIC-III	BJRNN	Frequentist Uncertainty in RNNs via Blockwise Influence Functions	Pytorch	ICML 2020
probability	S&P 500 Electricity	Monte-Carlo	Adversarial Attacks on Probabilistic Autoregressive Forecasting Models	Pytorch	ICML 2020
probability	Boston Concrete Energy Kin8nm Naval, etc	NGBoost	NGBoost: Natural Gradient Boosting for Probabilistic Prediction	Python	ICML 2020
probability	Physionet NHIS	DME	Deep Mixed Effect Model Using Gaussian Processes: A Personalized and Reliable Prediction for Healthcare	Pytorch	AAAI 2020
probability	Exchange Solar Electricity Traffic NYCTaxi Wikipedia	copula	High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes	GluonTS	NeurIPS 2019
probability	Electricity Traffic NYCTaxi Uber	DF	Deep Factors for Forecasting	None	ICML 2019
probability	Weather	DUQ	Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting	Keras	KDD 2019
probability	JD50K	framework	Multi-Horizon Time Series Forecasting with Temporal Attention Learning	None	KDD 2019
probability	MIMIC-III	TPF	Temporal Probabilistic Profiles for Sepsis Prediction in the ICU	None	KDD 2019
probability	Electricity Traffic Wiki Dom	SQF	Probabilistic Forecasting with Spline Quantile Function RNNs	None	AISTATS 2019
probability	More	More	https://github.com/zzw-zwzhang/Awesome-of-Time-Series-Prediction	More

Time Series Imputation

Task	Data	Model	Paper	Code	Publication
Paper Nums: 30+
Imputation	AirQuality Stocks Electricity Energy	CTA	Continuous-time Autoencoders for Regular and Irregular Time Series Imputation	Pytorch	WSDM 2024
Imputation	PM2.5 PhysioNet	CSBI	Provably Convergent Schrödinger Bridge with Applications to Probabilistic Time Series Imputation	Pytorch	ICML 2023
Imputation	MIMIC-III PhysioNet	MNAR	Probabilistic Imputation for Time-series Classification with Missing Data	TF	ICML 2023
Imputation	Guangzhou Solar-energy Westminster	TIDER (EncDec,AR)	Multivariate Time-series Imputation with Disentangled Temporal Representations	Pytorch	ICLR 2023
Imputation	COVID-19 AQ36 PeMS-BA PeMS-LA PeMS-SD	PoGeVon	Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders	Author	KDD 2023
Imputation	PhysioNet Human Activity	Warpformer	Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series	Pytorch	KDD 2023
Imputation	Air Quality METR-LA PEMS-BAY	PriSTI	PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation	Pytorch	ICDE 2023
Imputation	PhysioNet12 PhysioNet19 MIMIC-III	DA-TASWDM	Density-Aware Temporal Attentive Step-wise Diffusion Model For Medical Time Series Imputation	None	CIKM 2023
Imputation	TEDDY CAMELS	TSEst	Attention-Based Multi-modal Missing Value Imputation for Time Series Data with High Missing Rate	Pytorch	SDM 2023
Imputation	Air Quality METR-LA PEMS-BAY CER-E	GRIN (EncDec,AR)	Filling the G_ap_s-Multivariate Time Series Imputation by Graph Neural Networks	Pytorch	ICLR 2022
Imputation	PhysioNet MIMIC-III Climate	HeTVAE (Attn,VAE)	Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series	Pytorch	ICLR 2022
Imputation	MIMIC-III OPHTHALMIC MNIST Physionet	GIL (AR,Attn, GRADIENT LEARNING)	Gradient Importance Learning for Incomplete Observations	TF	ICLR 2022
Imputation	Chlorine level SML2010 Air Quality	D-NLMC	Dynamic Nonlinear Matrix Completion for Time-Varying Data Imputation	Matlab Author Github	AAAI 2022
Imputation	COMPAS Adult HSLS	ME	Online Missing Value Imputation and Change Point Detection with the Gaussian Copula	gcimpute	AAAI 2022
Imputation	Fair MIP Forest		Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values	None	AAAI 2022
Imputation	Chengdu New York	STCPA	Traffic Speed Imputation with Spatio-Temporal Attentions and Cycle-Perceptual Training	Pytorch	CIKM 2022
Imputation	Nanjingyby PEMS08	AST-CMCN	Generative-Free Urban Flow Imputation	SenzhangWang	CIKM 2022
Imputation	Foursquare Gowalla	MDI-MG	Multi-task Generative Adversarial Network for Missing Mobility Data Imputation	None	CIKM 2022
Imputation	Self-defined	MACRO	Multi-Graph Convolutional Recurrent Network for Fine-Grained Lane-Level Traffic Flow Imputation	Pytorch	ICDM 2022
Imputation	Physionet MIMIC-III Human Activity	mTAND	Multi-Time Attention Networks for Irregularly Sampled Time Series	Pytorch	ICLR 2021
Imputation	METR-LA NREL USHCN SeData	IGNNK	Inductive Graph Neural Networks for Spatiotemporal Kriging	Pytorch	AAAI 2021
Imputation	Activity PhysioNet Air Quality	SSGAN	Generative Semi-supervised Learning for Multivariate Time Series Imputation	Pytorch	AAAI 2021
Imputation & Multivariable	PhysioNet Air Quality	CSDI	CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation	Pytorch	NeurIPS 2021
Imputation & Prediction	VevoMusic WikiTraffic Los-Loop SZ-Taxi	Radflow	Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series	Pytorch	WWW 2021
Imputation	PhysioNet Air Quality Gas Sensor	STING	STING: Self-attention based Time-series Imputation Networks using GAN	None	ICDM 2021
Imputation	Zero MICE SoftImpute GMMC GAIN	SN	Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks	Future	ICLR 2020
Imputation	Beijing Air PhysioNet Porto Taxi London Weather	LGnet	Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values	None	AAAI 2020
Imputation	Sydney Melbourne Brisbane Perth, etc	SMV-NMF	A spatial missing value imputation method for multi-view urban statistical data	Matlab	IJCAI 2020
Imputation	PhysioNet Air Quality Wind	GANGRUI	Adversarial Recurrent Time Series Imputation	None	TNNLS 2020
Imputation	Healthcare Climate	GRU-ODE-Bayes	GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series	Pytorch	NeurIPS 2019
Imputation	Toy	LatenODE	Latent Ordinary Differential Equations for Irregularly-Sampled Time Series	Pytorch	NeurIPS 2019
Imputation	Sines Stocks Energy Events	TimeGAN	Time-series Generative Adversarial Networks	TF	NeurIPS 2019
Imputation	MIMIC-III UWaveGesture	Inter-net	Interpolation-Prediction Networks for Irregularly Sampled Time Series	Keras	ICLR 2019
Imputation	PhysioNet KDD2018	E2gan	E2gan: End-to-end generative adversarial network for multivariate time series imputation	TF	IJCAI 2019
Imputation	EC RV	STI	How Do Your Neighbors Disclose Your Information: Social-Aware Time Series Imputation	Pytorch	WWW 2019

Time Series Anomaly Detection

Task	Data	Model	Paper	Code	Publication
Paper Nums: 30+
Anomaly Detection	Yahoo KPI WSD NAB	FCVAE	Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective	Pytorch	WWW 2024
Anomaly Detection	TODS ASD ECG PSM CompanyA	Dual-TF	Breaking the Time-Frequency Granularity Discrepancy in Time-Series Anomaly Detection	Pytorch	WWW 2024
Anomaly Detection	SMD J-D1 J-D2 SMAP	LARA	LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection	None	WWW 2024
Anomaly Detection	SWaT WADI PSM SMD MSL SMAP Crediy Yahoo		When Model Meets New Normals: Test-Time Adaptation for Unsupervised Time-Series Anomaly Detection	Pytorch	AAAI 2024
Anomaly Detection	SMD MSL SMAP SWaT PSM	MEMTO	MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection	No	NIPS 2023
Anomaly Detection	PSM SMD SWaT	D3R	Drift doesn’t Matter: Dynamic Decomposition with Diffusion Reconstruction for Unstable Multivariate Time Series Anomaly Detection	Pytorch	NIPS 2023
Anomaly Detection	SWaT WADI PSM MSL SMD trimSyn	Framework	Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction	Pytorch	NIPS 2023
Anomaly Detection	SMD MSL SMAP PSM DND	PUAD	Prototype-oriented unsupervised anomaly detection for multivariate time series	Pytorch	ICML 2023
Anomaly Detection	UCR SMD	surrogate	Unsupervised Model Selection for Time Series Anomaly Detection	Author	ICLR 2023
Anomaly Detection	MSL SMAP PSM SMD	DCdetector	DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection	Pytorch	KDD 2023
Anomaly Detection	MSL SWaT WADI	PoA	Precursor-of-Anomaly Detection for Irregular Time Series	Pytorch	KDD 2023
Anomaly Detection	MSL SWaT PSM SMAP SMD	DiffAD	Imputation-based Time-Series Anomaly Detection with Conditional Weight-Incremental Diffusion Models	Pytorch	KDD 2023
Anomaly Detection	SMD SMAP MSL SWaT	DAEMON	Adversarial Autoencoder for Unsupervised Time Series Anomaly Detection and Interpretation	Pytorch	AAAI 2023
Anomaly Detection	SWaT WADI PSM MSL SMD	MTGFlow	Detecting Multivariate Time Series Anomalies with Zero Known Label	Pytorch	AAAI 2023
Anomaly Detection	SWaT WADI SMAP MSL	DuoGAT	DuoGAT: Dual Time-oriented Graph Attention Networks for Accurate, Efficient and Explainable Anomaly Detection on Time-series	Pytorch	CIKM 2023
Anomaly Detection	SWaT SMAP MSL PSM SMD	MadSGM	MadSGM: Multivariate Anomaly Detection with Score-based Generative Models	None	CIKM 2023
Anomaly Detection	SMD Boiler	ContexTDA	Context-aware Domain Adaptation for Time Series Anomaly Detection	None	SDM 2023
Anomaly Detection	AIOps UCR	COCA	Deep Contrastive One-Class Time Series Anomaly Detection	Merlion,Tsaug	SDM 2023
Anomaly Detection	DND SMD MSL SMAP	DVGCRN	Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection	Future	ICML 2022
Anomaly Detection	YelpChi Amazon T-Finance T-Social	BWGNN	Rethinking Graph Neural Networks for Anomaly Detection	Pytorch	ICML 2022
Anomaly Detection	SMD PSM MSL&SMAP SWaT NeurIPS-TS	Anomaly Transformer	Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy	Pytorch	ICLR 2022
Density Estimation & Anomaly Detection	PMU-B PMU-C SWaT METR-LA	GANF	Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series	Pytorch	ICLR 2022
Anomaly Detection			Anomaly Detection for Tabular Data with Internal Contrastive Learning	None	ICLR 2022
Anomaly Detection	Machine-Temp NYCTaxi Twitter SWaT	algorithmic	Local Evaluation of Time Series Anomaly Detection Algorithms	Python	KDD 2022
Anomaly Detection	SWaT WADI HAI	FuSAGNet	Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series	Pytorch	KDD 2022
Anomaly Detection	Slef-defined	RCAD	RCAD: Real-time Collaborative Anomaly Detection System for Mobile Broadband Networks	Pytorch	KDD 2022
Anomaly Detection		AnomalyKiTS	AnomalyKiTS-Anomaly Detection Toolkit for Time Series	None	AAAI 2022
Anomaly Detection	SWaT WADI MSL SMAP SMD	PA	Towards a Rigorous Evaluation of Time-Series Anomaly Detection	None	AAAI 2022
Anomaly Detection	YAHOO SMAP MSL PSM	NCAD	Neural Contextual Anomaly Detection for Time Series	Future	IJCAI 2022
Anomaly Detection	SWaT WADI SMD PSM	GRELEN	GRELEN: Multivariate Time Series Anomaly Detection from the Perspective of Graph Relational Learning	None	IJCAI 2022
Anomaly Detection	MSL SMAP MNIST ,etc	CADET	CADET: Calibrated Anomaly Detection for Mitigating Hardness Bias	Future	IJCAI 2022
Anomaly Detection	ECG HAR MNIST		Understanding and Mitigating Data Contamination in Deep Anomaly Detection: A Kernel-based Approach	None	IJCAI 2022
Anomaly Detection	Business	SLA-VAE	A Semi-Supervised VAE Based Active Anomaly Detection Framework in Multivariate Time Series for Online Systems	None	WWW 2022
Anomaly Detection	KDDCUP99 NSL UNSW, etc	MemStream	MemStream: Memory-Based Streaming Anomaly Detection	Pytorch	WWW 2022
Anomaly Detection	GD HSS ECG NAB Yahoo S5 2D SYN	RDAE	Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection	Author	ICDE 2022
Anomaly Detection	GD HSS ECG TD Yahoo S5	BiVQRAEs	Anomaly Detection in Time Series with Robust Variational Quasi-Recurrent Autoencoders	Pytorch	ICDE 2022
Anomaly Detection	SWaT WADI BATADAL	MAD-SGCN	MAD-SGCN: Multivariate Anomaly Detection with Self-learning Graph Convolutional Networks	None	ICDE 2022
Anomaly Detection	NAB UCR MBA SMAP MSL SWaT WADI SMD MSDS	TranAD	TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data	Pytorch	VLDB 2022
Anomaly Detection	KPI Yahoo SMAP MSL	TFAD	TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis	Pytorch	CIKM 2022
Anomaly Detection	SMAP MSL SMD KARI Synthetic	Attack	Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability	Pytorch	CIKM 2022
Anomaly Detection	Cora Citeseer PubMed Flickr ogbn-arxiv	LHML	Learning Hypersphere for Few-shot Anomaly Detection on Attributed Networks	Pytorch	CIKM 2022
Anomaly Detection	RT NetSpd	RobustDTW	Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection	None	CIKM 2022
Anomaly Detection	CIFAR-1 CIFAR-10 Caltech 10	SLA2	Self-supervision Meets Adversarial Perturbation: A Novel Framework for Anomaly Detection	Pytorch	CIKM 2022
Anomaly Detection	SMD	FDRC	Online false discovery rate control for anomaly detection in time series	Nçone	NeurIPS 2021
Anomaly Detection	SWaT WADI SMD ASD	InterFusion	Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding	TF	KDD 2021
Anomaly Detection	SMD SWaT PSM BKPI	RANSynCoders	Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization	TF	KDD 2021
Anomaly Detection	PUMP WADI SWaT	NSIBF	Time Series Anomaly Detection for Cyber-physical Systems via Neural System Identification and Bayesian Filtering	TF	KDD 2021
Anomaly Detection	SWaT WADI	GDN	Graph Neural Network-Based Anomaly Detection in Multivariate Time Series	Pytorch	AAAI 2021
Anomaly Detection	SMD SMAP MSL SWaT	DAEMON	DAEMON: Unsupervised Anomaly Detection and Interpretation for Multivariate Time Series	Future	ICDE 2021
Anomaly Detection	KPI Yahoo	FluxEV	FluxEV: A Fast and Effective Unsupervised Framework for Time-Series Anomaly Detection	Py	WSDM 2021
Anomaly Detection	DataLink	Benchmark	Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress	None	TKDE 2021
Earthquakes Detection	NIED	CrowdQuake	A Networked System of Low-Cost Sensors for Earthquake Detection via Deep Learning	TF	KDD 2020
Anomaly Detection	SWaT WADI SMD SMAP MSL Orange	USAD	USAD: UnSupervised Anomaly Detection on Multivariate Time Series	Pytorch	KDD 2020
Anomaly Detection	NYC	CHAT	Cross-interaction hierarchical attention networks for urban anomaly prediction	None	IJCAI 2020
Anomaly Detection	NYC-Bike NYC-Taxi Weather NYC-POI NYC-Anomaly	DST-MFN	Deep Spatio-Temporal Multiple Domain Fusion Network for Urban Anomalies Detection	None	CIKM 2020
Anomaly Detection	SMAP MSL TSA	MTAD-GAT	Multivariate Time-Series Anomaly Detection via Graph Attention Network	TF Pytorch	ICDM 2020
Anomaly Detection	SMAP MSL SMD	OmniAnomaly	Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network	TF	KDD 2019
Anomaly Detection	GeoLife TST	IRL-ADU	Sequential Anomaly Detection using Inverse Reinforcement Learning	None	KDD 2019
Anomaly Detection	donors census fraud celeba ,etc	DevNet	Deep Anomaly Detection with Deviation Networks	Keras Pytorch	KDD 2019
Anomaly Detection	KPI Yahoo Microsoft	SR-CNN	Time-Series Anomaly Detection Service at Microsoft	None	KDD 2019
Anomaly Detection	power plant	MSCRED	A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data	TF	AAAI 2019
Anomaly Detection	ECG Motion	BeatGAN	BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series	Pytorch	IJCAI 2019
Anomaly Detection	NAB ECG	OED	Outlier Detection for Time Series with Recurrent Autoencoder Ensembles	TF	IJCAI 2019
Anomaly Detection	KPIs	Buzz	Unsupervised Anomaly Detection for Intricate KPIs via Adversarial Training of VAE	TF	INFOCOM 2019
Anomaly Detection	KDDCUP Thyroid Arrhythmia KDDCUP-Rev	DAGMM	Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection	Pytorch	ICLR 2018
Anomaly Detection	SMAP MSL	telemanom	Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding	TF	KDD 2018
Anomaly Detection	AD AID362 aPascal BM , etc	CINFO	Sparse Modeling-Based Sequential Ensemble Learning for Effective Outlier Detection in High-Dimensional Numeric Data	Matlab	AAAI 2018
Anomaly Detection	KPIs	Donut	Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications	TF	WWW 2018
Anomaly Detection	MAWI	DSPOT	Anomaly Detection in Streams with Extreme Value Theory	Python	KDD 2017
Anomaly Detection	Power Space Engine ECG	EncDec-AD	LSTM-based encoder-decoder for multi-sensor anomaly detection	Pytorch	ICML 2016
Anomaly Detection	MORE	MORE	https://github.com/ZIYU-DEEP/IJCAI-Paper-List-of-Anomaly-Detection	MORE	IJCAI
Anomaly Detection	MORE	MORE	DeepTimeSeriesModel	MORE	MORE
Anomaly Detection	MORE	MORE	GuansongPang	MORE	MORE

Demand Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums: 30+
Travel Demand	CDP SLD	STTD	Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction	Pytorch	CIKM 2023
Travel Demand	NYC Bike NYC Taxi	AGND	Adaptive Graph Neural Diffusion for Traffic Demand Forecasting	None	CIKM 2023
Traffic Demand	BJSubway NYCTaxi	CMOD	Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction	Pytorch	KDD 2022
Job Demand	IT FIN CONS	DH-GEM	Talent Demand-Supply Joint Prediction with Dynamic Heterogeneous Graph Enhanced Meta-Learning	Pytorch	KDD 2022
Supply & Demand	JONAS-NYC JONAS-DC COVID-CHI COVID-US	EAST-Net	Event-Aware Multimodal Mobility Nowcasting	Pytorch	AAAI 2022
Health Demand	Family Van	framework	Using Public Data to Predict Demand for Mobile Health Clinics	None	AAAI 2022
Traffic Demand	BJMetro NYCTaxi	HMOD	Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction	Pytorch	IJCAI 2022
Traffic Demand	Chicago LosAngeles	STGNN-DJD	A Data-Driven Spatial-Temporal Graph Neural Network for Docked Bike Prediction	Pytorch	ICDE 2022
OD Demand	Shanghai Changsha Beijing	CausalOD	Causal Learning Empowered OD Prediction for Urban Planning	Pytorch	CIKM 2022
OD Demand	NYC Taxi Haikou SZMetro	HSTN	Origin-Destination Traffic Prediction based on Hybrid Spatio-Temporal Network	TF	ICDM 2022
Traffic Demand	NYC Bike NYC Taxi	CCRNN	Coupled Layer-wise Graph Convolution for Transportation Demand Prediction	Pytorch	AAAI 2021
Traffic Demand	BaiduBJ BaiduSH	Ada-MSTNet	Community-Aware Multi-Task Transportation Demand Prediction	None	AAAI 2021
Job Demand	Online	TDAN	Talent Demand Forecasting with Attentive Neural Sequential Model	None	KDD 2021
Ambulance Demand	Tokyo	EMS-Pred	Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks	Pytorch	ICDE 2021
Passenger Demand	TaxiNYC	SOUP	SOUP: A Fleet Management System for Passenger Demand Prediction and Competitive Taxi Supply	None	ICDE 2021
Passenger Demand	DiDiBJ DiDiSH	Gallat	Gallat: A Spatiotemporal Graph Attention Network for Passenger Demand Prediction	None	ICDE 2021
Traffic Demand Traffic Flow	Chengdu Xian	DeepTP	An Effective Joint Prediction Model for Travel Demands and Traffic Flows	None	ICDE 2021
Traffic Demand	DiDiCD NYCTaxi	DAGNN	Dynamic Auto-structuring Graph Neural Network-A Joint Learning Framework for Origin-Destination Demand Prediction	None	TKDE 2021
Traffic Demand	TaxiNYC CitiBikeNYC	MultiAttConvLSTM	Multi-level attention networks for multi-step citywide passenger demands prediction	None	TKDE 2021
Market Demand	Juhuasuan Tiantiantemai	RMLDP	Relation-aware Meta-learning for E-commerce Market Segment Demand Prediction with Limited Records	None	WSDM 2021
Metro Demand	MetroBJ2016 MetroBJ2018	CAS	Short-term origin-destination demand prediction in urban rail transit systems: A channel-wise attentive split-convolutional neural network method	None	Transportation Research Part C 2021
Metro Demand	MetroBJ2016 MetroBJ2018	ST-ED	Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network	None	Transportation Research Part C 2021
Traffic Demand	Seattlebike	FairST	Fairness-Aware Demand Prediction for New Mobility	None	AAAI 2020
Drug Demand	Wikipedia	None	Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets	None	WWW 2020
Traffic Demand	DiDiBJ DiDiSH	MPGCN	Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network	Pytorch	ICDE 2020
Traffic Demand	NYC DiDiCD	MPGCN	Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks	TF	ICDE 2020
Traffic Demand	Bengaluru NYC	GraphLSTM	Grids Versus Graphs: Partitioning Space for Improved Taxi Demand-Supply Forecasts	Pytorch	TITS 2020
Traffic Demand	NYCbike NYCtaxi	CoST-Net	Co-Prediction of Multiple Transportation Demands Based on Deep Spatio-Temporal Neural Network	None	KDD 2019
Traffic Demand	UCAR DiDiCD	GEML	Origin-Destination Matrix Prediction via Graph Convolution: a New Perspective of Passenger Demand Modeling	Keras	KDD 2019
Traffic Demand	NYCbike Meso West	CE-LSTM	Learning Heterogeneous Spatial-Temporal Representation for Bike-Sharing Demand Prediction	None	AAAI 2019
Traffic Demand	Beijing Shanghai	STMGCN	Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting	Pytorch	AAAI 2019
Traffic Demand	NYC-TOD	CSTN	Contextualized Spatial–Temporal Network for Taxi Origin-Destination Demand Prediction	Keras	TITS 2019
Traffic Demand	NYCtaxi	MultiConvLSTM	Deep Multi-Scale Convolutional LSTM Network for Travel Demand and Origin-Destination Predictions	None	TITS 2019
Traffic Demand	PEMS	t-SNE	Estimating multi-year origin-destination demand using high-granular multi-source traffic data	None	Transportation Research Part C 2018

Time Series Generation

Task	Data	Model	Paper	Code	Publication
Paper Nums: 6
TS Generation	Sines Stocks ETTh MuJoCo Energy Solar fMRI	Diffusion-TS	Diffusion-TS: Interpretable Diffusion for General Time Series Generation	Pytorch	ICLR 2024
TS Generation	FRED-MD NN5 Daily Temp Rain Solar Weekly	LS4	Deep Latent State Space Models for Time-Series Generation	Pytorch	ICML 2023
TS Generation	He ́non maps Lorenz fMRI EEG	CR-VAE	Causal Recurrent Variational Autoencoder for Medical Time Series Generation	Pytorch	AAAI 2023
TS Generation	ETTh1 ETTh2 US Births ILI	AEC-GAN	AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation	Pytorch	AAAI 2023
TS Generation	UCR	TimeVQVAE	Vector Quantized Time Series Generation with a Bidirectional Prior Model	Pytorch	AISTATS 2023
TS Generation	USHCN KDD-CUP MIMIC-III	DGM	Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series	Pytorch	AAAI 2021

Travel Time Estimation

Task	Data	Model	Paper	Code	Publication
Paper Nums:20+
Package Delivery TTE	Cainiao	GMDNet	GMDNet: A Graph-Based Mixture Density Network for Estimating Packages’ Multimodal Travel Time Distribution	Pytorch	AAAI 2023
Delivery Time Estimation	Weihai Hangzhou	IGT	Inductive Graph Transformer for Delivery Time Estimation	Pytorch	WSDM 2023
Delivery Time Estimation	JD and Amazon	STTD	Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction	Pytorch	CIKM 2023
TTE	Jinan City Nanjing City	GBTTE	GBTTE: Graph Attention Network Based Bus Travel Time Estimation	None	CIKM 2023
TTE	Beijing Guangzhou	HierETA	Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival	Pytorch	KDD 2022
TTE	Beijing Porto	MetaER-TTE	MetaER-TTE: An Adaptive Meta-learning Model for En Route Travel Time Estimation	None	IJCAI 2022
TTE	Beijing Shanghai Tianjin	DuETA	DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps	None	CIKM 2022
TTE	Baidu: Taiyuan Huizhou Hefei	SSML	SSML: Self-Supervised Meta-Learner for En Route Travel Time Estimation at Baidu Maps	Paddle	KDD 2021
TTE	DiDi: Shenyang	HetETA	HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival	TF	KDD 2020
TTE	DiDi: Beijing Suzhou Shenyang	CompactETA	CompactETA: A Fast Inference System for Travel Time Prediction	None	KDD 2020
TTE	GTFS	BusTr	BusTr: Predicting Bus Travel Times from Real-Time Traffic	None	KDD 2020
TTE	Taiyuan Hefei Huizhou （Baidu）	BusTr	ConSTGAT: Contextual Spatial-Temporal Graph Attention Network for Travel Time Estimation at Baidu Maps	None	KDD 2020
TTE	NYC IST TKY	DeepJMT	Context-aware Deep Model for Joint Mobility and Time Prediction	None	WSDM 2020
TTE	Beijing Shanghai	TTPNet	TTPNet: A Neural Network for Travel Time Prediction Based on Tensor Decomposition and Graph Embedding	Pytorch	TKDE 2020
TTE	DiDiBJ	RNML-ETA	Road Network Metric Learning for Estimated Time of Arrival	None	ICPR 2020
TTE	Cainiao	DeepETA	DeepETA: A Spatial-Temporal Sequential Neural Network Model for Estimating Time of Arrival in Package Delivery System	None	AAAI 2019
TTE	Beijing Shanghai	CTTE	Aggressive driving saves more time? Multi-task learning for customized travel time estimation	None	IJCAI 2019
TTE	Shanghai Porto	DeepI2T	Travel time estimation without road networks: an urban morphological layout representation approach	None	IJCAI 2019
TTE	Porto Chengdu	DeepIST	DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation	TF	CIKM 2019
TTE	Singapore	AtHy-TNet	Path Travel Time Estimation using Attribute-related Hybrid Trajectories Network	None	CIKM 2019
TTE	BT-Traffic PEMS07 Q-traffic	NASF	Learning to Effectively Estimate the Travel Time for Fastest Route Recommendation	None	CIKM 2019
TTE	Chengdu Beijing	DeepTTE	When Will You Arrive? Estimating Travel Time Based on Deep Neural Networks	Pytorch	AAAI 2018
TTE	PORTO SANFRANCISCO	NoisyOR	Predicting Vehicular Travel Times by Modeling Heterogeneous Influences Between Arterial Roads	None	AAAI 2018
TTE	MORE	MORE	github	MORE	MORE

Traffic Location Prediction

Task	Data	Model	Paper	Code	Publication
Paper Nums:20
Location	ETH+UCY SDD nuScenes SportVU		You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction	None	ICLR 2022
Location	Beijing Porto	MetaPTP	MetaPTP: An Adaptive Meta-optimized Model for Personalized Spatial Trajectory Prediction	Kai Zheng Code-None	KDD 2022
Location	BaiduApollo NGSIM	HeGA	HeGA: Heterogeneous Graph Aggregation Network for Trajectory Prediction in High-Density Traffic	Pytorch	CIKM 2022
Location	ETH Hotel Univ Zara1 Zara2	SGTN	Social Graph Transformer Networks for Pedestrian Trajectory Prediction in Complex Social Scenarios	Pytorch	CIKM 2022
Location	Gowalla Foursquare WiFi-Trace	GCDAN	Predicting Human Mobility via Graph Convolutional Dual-attentive Networks	Pytorch	WSDM 2022
Location	MI SIP	CMT-Net	CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction	None	WSDM 2022
Location	Gowalla FS-NYC FS-TKY	MobTCast	MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction	Author	NeurIPS 2021
Location	ETH Hotel Univ Zara1 Zara2	CARPe	CARPe Posterum: A Convolutional Approach for Real-Time Pedestrian Path Prediction	Pytorch	AAAI 2021
Location	ETH Hotel Univ Zara1 Zara2	TPNMS	Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision	Pytorch	AAAI 2021
Location	ETH Hotel Univ Zara1 Zara2	DMRGCN	Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction	Pytorch	AAAI 2021
Location	Gowalla Foursquare	BSDA	Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association	None	IJCAI 2021
Location	ETH-UCY Collisions NGsim Charges NBA	FQA	Multi-agent Trajectory Prediction with Fuzzy Query Attention	Pytorch	NeurIPS 2020
Location	ETH-UCY Collisions NGsim Charges NBA	ARNN	An Attentional Recurrent Neural Network for Personalized Next Location Recommendation	None	AAAI 2020
Location	ETH Hotel Univ Zara1 Zara2	MDNLSTM	Multimodal Interaction-Aware Trajectory Prediction in Crowded Space	None	AAAI 2020
Location	Atlantic	OMuLeT	OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting	Matlab	AAAI 2020
Location	Gowalla Foursquare	Flashback	OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting	Pytorch	IJCAI 2020
Location	CrowdCJ TrashBins B&B MYOPIC	MALMCS	Dynamic Public Resource Allocation Based on Human Mobility Prediction	Python	UbiComp 2020
Location	ETH Hotel Univ Zara1 Zara2	Social-BiGAT	Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks	None	NeurIPS 2019
Location	Foursquare Gowalla	VANext	Predicting Human Mobility via Variational Attention	None	WWW 2019
Location	Flickr Foursquare Geolife	CATHI	Context-aware Variational Trajectory Encoding and Human Mobility Inference	None	WWW 2019
Location	ETH Hotel Univ Zara1 Zara2	STGAT	STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction	Pytorch	ICCV 2019
Location	BaiduBJ	HST-LSTM	HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction	Pytorch	IJCAI 2018
Location	Foursquare MobileAPP CellularSH	DeepMove	DeepMove: Predicting Human Mobility with Attentional Recurrent Networks	Pytorch	WWW 2018
Location	MORE	MORE	github	Hao Xue	MORE
Location	MORE	MORE	https://github.com/Pursueee/Trajectory-Paper-Collation	Pytorch	MORE