Latest 15 Papers - January 15, 2025

[github-actions]

Please check the Github page for a better reading experience and more papers.

Time Series

Title	Date	Comment
Improving the Performance of Echo State Networks Through State Feedback	2025-01-13	36 pages, 6 figures
FlashRNN: Optimizing Traditional RNNs on Modern Hardware	2025-01-13
A Unified Approach to Extract Interpretable Rules from Tree Ensembles via Integer Programming	2025-01-13	- Imp... - Improved overall manuscript flow and clearness - Added related work on explanation fidelity - Added computational results on fidelity - Fixed some flaws on data inference - Optimization problem with weighted objectives - Added appendix containing qualitative examples - New computational results
TempoGPT: Enhancing Temporal Reasoning via Quantizing Embedding	2025-01-13
Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation	2025-01-13
Anomalous Agreement: How to find the Ideal Number of Anomaly Classes in Correlated, Multivariate Time Series Data	2025-01-13	Accce... Acccepted at AAAI Workshop on AI for Time Series Analysis (AI4TS) 2025
Privacy-Preserving Data Quality Assessment for Time-Series IoT Sensors	2025-01-13	7 pag... 7 pages, 4 figures, 1 table, published - IoTaIS 2024 Conference Proceedings
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks	2025-01-13	22 pages, 11 figures
Probabilistic Forecasting of Irregular Time Series via Conditional Flows	2025-01-13
Unveiling the Potential of Text in High-Dimensional Time Series Forecasting	2025-01-13	Accep... Accepted by NeurIPS24 TSALM Workshop
Explore the Use of Time Series Foundation Model for Car-Following Behavior Analysis	2025-01-13
Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems	2025-01-13	38th ... 38th Conference on Neural Information Processing Systems (NeurIPS 2024)
Explaining Datasets in Words: Statistical Models with Natural Language Parameters	2025-01-12
SPAM: Spike-Aware Adam with Momentum Reset for Stable LLM Training	2025-01-12
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	2025-01-12

Trajectory

Title	Date	Comment
Computing Safety Margins of Parameterized Nonlinear Systems for Vulnerability Assessment via Trajectory Sensitivities	2025-01-13	16 pages
Global Search for Optimal Low Thrust Spacecraft Trajectories using Diffusion Models and the Indirect Method	2025-01-13
Efficient Estimation of Relaxed Model Parameters for Robust UAV Trajectory Optimization	2025-01-13	8 pag... 8 pages, 5 figures, to be published in IEEE Sustech 2025
Snapshot: Towards Application-centered Models for Pedestrian Trajectory Prediction in Urban Traffic Environments	2025-01-09	8 Pages, 9 Figures
Pitch Plane Trajectory Tracking Control for Sounding Rockets via Adaptive Feedback Linearization	2025-01-09	Paper... Paper accepted to the IEEE Aerospace Conference 2025. Copyright: 979-8-3503-5597-0/25/$31.00 @2025 IEEE
Towards Generalizable Trajectory Prediction Using Dual-Level Representation Learning And Adaptive Prompting	2025-01-08
Development of an Adaptive Sliding Mode Controller using Neural Networks for Trajectory Tracking of a Cylindrical Manipulator	2025-01-08
Task Coordination and Trajectory Optimization for Multi-Aerial Systems via Signal Temporal Logic: A Wind Turbine Inspection Study	2025-01-08	2 pag... 2 pages, Accepted for discussion at the workshop session "Formal methods techniques in robotics systems: Design and control" at IROS'24 in Abu Dhabi, UAE
Motion Manifold Flow Primitives for Task-Conditioned Trajectory Generation under Complex Task-Motion Dependencies	2025-01-08	8 pages, 11 figures
Future Success Prediction in Open-Vocabulary Object Manipulation Tasks Based on End-Effector Trajectories	2025-01-08	Accep... Accepted for presentation at LangRob @ CoRL 2024
Frenet-Serret-Based Trajectory Prediction	2025-01-08	8 pag... 8 pages, 6 figures. Submitted to ACC 2025
ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images	2025-01-07	Accep... Accepted to ICASSP 2025
Hierarchical Light Transformer Ensembles for Multimodal Trajectory Forecasting	2025-01-07	WACV 2025
Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction	2025-01-07	Submi... Submitted to 2025 IEEE Intelligent Vehicles Symposium (IV)
Collision Risk Quantification and Conflict Resolution in Trajectory Tracking for Acceleration-Actuated Multi-Robot Systems	2025-01-07

Graph Neural Networks

Title	Date	Comment
Dynami-CAL GraphNet: A Physics-Informed Graph Neural Network Conserving Linear and Angular Momentum for Dynamical Systems	2025-01-13
Eradicating Social Biases in Sentiment Analysis using Semantic Blinding and Semantic Propagation Graph Neural Networks	2025-01-13
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint	2025-01-13	Accep... Accepted by the ACM Transactions on Knowledge Discovery from Data (TKDD 2025)
Generalizable Graph Neural Networks for Robust Power Grid Topology Control	2025-01-13
Duplex: Dual Prototype Learning for Compositional Zero-Shot Learning	2025-01-13
Graph Contrastive Learning on Multi-label Classification for Recommendations	2025-01-13	Prepr... Preprint. 10 figures, 5 tables
A Property Encoder for Graph Neural Networks	2025-01-12	conference paper
Neural Bayes Estimators for Irregular Spatial Data using Graph Neural Networks	2025-01-12
GENIE: Watermarking Graph Neural Networks for Link Prediction	2025-01-12
Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction	2025-01-12
Dual-Modality Representation Learning for Molecular Property Prediction	2025-01-11
On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective	2025-01-11
THeGCN: Temporal Heterophilic Graph Convolutional Network	2025-01-10
Efficient Transition State Searches by Freezing String Method with Graph Neural Network Potentials	2025-01-10	9 pag... 9 pages, 4 figures, 3 tables
The Expressive Power of Graph Neural Networks: A Survey	2025-01-10