Latest 15 Papers - November 06, 2024

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Time Series

Title	Date	Comment
Chronos: Learning the Language of Time Series	2024-11-04	Code ... Code and model checkpoints available at https://github.com/amazon-science/chronos-forecasting
EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography	2024-11-04
Advancing Cyber-Attack Detection in Power Systems: A Comparative Study of Machine Learning and Graph Neural Network Approaches	2024-11-04
Recursive Learning of Asymptotic Variational Objectives	2024-11-04
fMRI predictors based on language models of increasing complexity recover brain left lateralization	2024-11-04	38th ... 38th Conference on Neural Information Processing Systems (NeurIPS 2024)
GDP nowcasting with large-scale inter-industry payment data in real time -- A network approach	2024-11-04
QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI Forecasting	2024-11-04
ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer	2024-11-04	NeurIPS 2024
Coherent Hierarchical Probabilistic Forecasting of Electric Vehicle Charging Demand	2024-11-04	Paper... Paper accepted for IEEE Transactions on Industrial Applications. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses
FedASTA: Federated adaptive spatial-temporal attention for traffic flow prediction	2024-11-04
Recursive variational Gaussian approximation with the Whittle likelihood for linear non-Gaussian state space models	2024-11-04
LES-SINDy: Laplace-Enhanced Sparse Identification of Nonlinear Dynamical Systems	2024-11-04	47 pages, 5 figures
FilterNet: Harnessing Frequency Filters for Time Series Forecasting	2024-11-03	Accep... Accepted by NeurIPS 2024
Temporal Convolution Derived Multi-Layered Reservoir Computing	2024-11-03
Online Graph Learning via Time-Vertex Adaptive Filters: From Theory to Cardiac Fibrillation	2024-11-03

Trajectory

Title	Date	Comment
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imagery	2024-11-04
Hyper-SD: Trajectory Segmented Consistency Model for Efficient Image Synthesis	2024-11-04	Accep... Accepted by NeurIPS 2024 (Camera-Ready Version). Project Page: https://hyper-sd.github.io/
Intrinsic Dimensionality of Fermi-Pasta-Ulam-Tsingou High-Dimensional Trajectories Through Manifold Learning	2024-11-04	20 pages, 18 figures
Enhancing Social Robot Navigation with Integrated Motion Prediction and Trajectory Planning in Dynamic Human Environments	2024-11-04	In th... In the 24th International Conference on Control, Automation, and Systems (ICCAS 2024), Jeju, Korea
GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning	2024-11-04	NeurI... NeurIPS 2024. Previously accepted (Spotlight) to ICLR 2024 Workshop on Generative Models for Decision Making. Jaewoo Lee and Sujin Yun are equal contribution authors
Estimating Generalization Performance Along the Trajectory of Proximal SGD in Robust Regression	2024-11-03	Camer... Camera-ready version of NeurIPS 2024 paper
Interaction-Aware Trajectory Prediction for Safe Motion Planning in Autonomous Driving: A Transformer-Transfer Learning Approach	2024-11-03
Labeled random finite sets vs. trajectory random finite sets	2024-11-03	6 pages, 1 figur4e
TrajRoute: Rethinking Routing with a Simple Trajectory-Based Approach -- Forget the Maps and Traffic!	2024-11-02
GPTR: Gaussian Process Trajectory Representation for Continuous-Time Motion Estimation	2024-11-02	The s... The source code has been released. All feedbacks are welcome
QuITO v.2: Trajectory Optimization with Uniform Error Guarantees under Path Constraints	2024-11-02	Submitted; 42 pages
SPOT: SE(3) Pose Trajectory Diffusion for Object-Centric Manipulation	2024-11-01
RopeTP: Global Human Motion Recovery via Integrating Robust Pose Estimation with Diffusion Trajectory Prior	2024-11-01	Accep... Accepted by WACV 2025 (Round 1)
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking	2024-10-31	Accep... Accepted at NeurIPS 2024
Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators	2024-10-31

Graph Neural Networks

Title	Date	Comment
Federated GNNs for EEG-Based Stroke Assessment	2024-11-04	13 pa... 13 pages, 5 figures, Proceedings of the II edition of the Workshop on Unifying Representations in Neural Models (UniReps 2024)
On the Utilization of Unique Node Identifiers in Graph Neural Networks	2024-11-04
Advancing Cyber-Attack Detection in Power Systems: A Comparative Study of Machine Learning and Graph Neural Network Approaches	2024-11-04
Predicting the Temperature-Dependent CMC of Surfactant Mixtures with Graph Neural Networks	2024-11-04
Do graph neural network states contain graph properties?	2024-11-04	10 pa... 10 pages, 22 figures, conference
The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited	2024-11-04	22 pages, 17 figures
High-Pass Graph Convolutional Network for Enhanced Anomaly Detection: A Novel Approach	2024-11-04
A General Recipe for Contractive Graph Neural Networks -- Technical Report	2024-11-04
Stress Predictions in Polycrystal Plasticity using Graph Neural Networks with Subgraph Training	2024-11-03	33 pages, 19 figures
MassiveGNN: Efficient Training via Prefetching for Massively Connected Distributed Graphs	2024-11-03	In Pr... In Proc. of the IEEE International Conference on Cluster Computing (CLUSTER), 2024
Lorentz-Equivariant Quantum Graph Neural Network for High-Energy Physics	2024-11-03
GITSR: Graph Interaction Transformer-based Scene Representation for Multi Vehicle Collaborative Decision-making	2024-11-03
Integrating Graph Neural Networks and Many-Body Expansion Theory for Potential Energy Surfaces	2024-11-03	Accep... Accepted as a Spotlight paper to NeurIPS 2024 AI4Mat Workshop. See https://openreview.net/forum?id=ra3CxVuhUf
Multimodal Graph Neural Network for Recommendation with Dynamic De-redundancy and Modality-Guided Feature De-noisy	2024-11-03
DuoGNN: Topology-aware Graph Neural Network with Homophily and Heterophily Interaction-Decoupling	2024-11-03