Latest 15 Papers - August 19, 2024

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Time Series

Title	Date	Comment
Simple Macroeconomic Forecast Distributions for the G7 Economies	2024-08-15
Localized Sparse Principal Component Analysis of Multivariate Time Series in Frequency Domain	2024-08-15	63 pages, 6 figures
Evaluating Time-Dependent Methods and Seasonal Effects in Code Technical Debt Prediction	2024-08-15
Universality of Real Minimal Complexity Reservoir	2024-08-15	19 pages, 5 figures
DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection	2024-08-15	CIKM 2024 Accepted
Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks	2024-08-15
RandomNet: Clustering Time Series Using Untrained Deep Neural Networks	2024-08-15	25 pages, 10 figures
Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer	2024-08-15
System States Forecasting of Microservices with Dynamic Spatio-Temporal Data	2024-08-15
Incremental Structure Discovery of Classification via Sequential Monte Carlo	2024-08-15
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining	2024-08-15	To ap... To appear in CIKM 2024 as a short paper; the version here is the self-contained version that includes the non-mandatory supplementary material available on the paper's companion website
MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis	2024-08-14	publi... published in Proceedings of Machine Learning Research, MLHC 2024
Local Cold Load Pick-up Estimation Using Customer Energy Consumption Measurements	2024-08-14
Time Series Predictions in Unmonitored Sites: A Survey of Machine Learning Techniques in Water Resources	2024-08-14	39 pa... 39 pages, 4 figures, 1 table, Accepted to Environmental Data Science
Likelihood Based Inference for ARMA Models	2024-08-14	The d... The developmental version of the R package used in this paper is available at the following GitHub repository: git@github.com:jeswheel/arima2.git

Trajectory

Title	Date	Comment
COTODE: COntinuous Trajectory neural Ordinary Differential Equations for modelling event sequences	2024-08-15
Exact Trajectory Similarity Search With N-tree: An Efficient Metric Index for kNN and Range Queries	2024-08-14	54 pages, 26 figures
Harmonious Group Choreography with Trajectory-Controllable Diffusion	2024-08-14
RALTPER: A Risk-Aware Local Trajectory Planner for Complex Environment with Gaussian Uncertainty	2024-08-11
Trajectory Planning for Teleoperated Space Manipulators Using Deep Reinforcement Learning	2024-08-10
Nonlinear Propagation of Non-Gaussian Uncertainties: Theory and Applications to Spacecraft Trajectory Design	2024-08-09
Optimal Distributed Multi-Robot Communication-Aware Trajectory Planning using Alternating Direction Method of Multipliers	2024-08-09
TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories	2024-08-09
PTrajM: Efficient and Semantic-rich Trajectory Learning with Pretrained Trajectory-Mamba	2024-08-09
Simulating Articulatory Trajectories with Phonological Feature Interpolation	2024-08-08	accep... accepted at Interspeech 2024
Semi-Supervised Generative Models for Disease Trajectories: A Case Study on Systemic Sclerosis	2024-08-08	Accep... Accepted at Machine Learning for Healthcare 2024. arXiv admin note: substantial text overlap with arXiv:2311.08149
Grasping Trajectory Optimization with Point Clouds	2024-08-07	Publi... Published in IROS 2024
UniTraj: A Unified Framework for Scalable Vehicle Trajectory Prediction	2024-08-07	Accep... Accepted in ECCV 2024
Sampling for Model Predictive Trajectory Planning in Autonomous Driving using Normalizing Flows	2024-08-07	Accep... Accepted to be published as part of the 2024 IEEE Intelligent Vehicles Symposium (IV), Jeju Shinhwa World, Jeju Island, Korea, June 2-5, 2024
TGS: Trajectory Generation and Selection using Vision Language Models in Mapless Outdoor Environments	2024-08-07

Graph Neural Networks

Title	Date	Comment
Training-free Graph Neural Networks and the Power of Labels as Features	2024-08-15	TMLR 2024
Detecting Anomalies in Dynamic Graphs via Memory enhanced Normality	2024-08-15
Interpretable Graph Neural Networks for Heterogeneous Tabular Data	2024-08-14	Accep... Accepted at 27th International Conference on Discovery Science 2024
Graph neural network surrogate for strategic transport planning	2024-08-14
MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning	2024-08-14
Multi-task Heterogeneous Graph Learning on Electronic Health Records	2024-08-14	Accep... Accepted by Neural Networks
ADEdgeDrop: Adversarial Edge Dropping for Robust Graph Neural Networks	2024-08-14
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective	2024-08-14	Accep... Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI)
Graph Neural Networks in EEG-based Emotion Recognition: A Survey	2024-08-14
Towards Few-shot Self-explaining Graph Neural Networks	2024-08-14
RSEA-MVGNN: Multi-View Graph Neural Network with Reliable Structural Enhancement and Aggregation	2024-08-14
Graph Agent Network: Empowering Nodes with Inference Capabilities for Adversarial Resilience	2024-08-14
Pan-cancer gene set discovery via scRNA-seq for optimal deep learning based downstream tasks	2024-08-13	16 pa... 16 pages, 3 figures, 1 tables, and 6 supplementary Table
Joint Graph Rewiring and Feature Denoising via Spectral Resonance	2024-08-13
The logic of rational graph neural networks	2024-08-13