Latest 15 Papers - January 20, 2025

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Time Series

Title	Date	Comment
NL2KQL: From Natural Language to Kusto Query	2025-01-16
Cueless EEG imagined speech for subject identification: dataset and benchmarks	2025-01-16
On the optimal prediction of extreme events in heavy-tailed time series with applications to solar flare forecasting	2025-01-16	62 pa... 62 pages, 6 figures. Revised version accepted for publication in the Journal of Time Series Analysis
Asymptotic Equivalence of Locally Stationary Processes and Bivariate White Noise	2025-01-16
Functional Singular Value Decomposition	2025-01-16	New contents added
AALF: Almost Always Linear Forecasting	2025-01-16
Towards Socially Responsible Forecasting: Identifying and Typifying Forecasting Harms	2025-01-16
Hidden Markov Neural Networks	2025-01-16
ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset	2025-01-16
Free-Knots Kolmogorov-Arnold Network: On the Analysis of Spline Knots and Advancing Stability	2025-01-16
Adaptive Law-Based Transformation (ALT): A Lightweight Feature Representation for Time Series Classification	2025-01-16	8 pag... 8 pages, 1 figure, 5 tables
Short-time Variational Mode Decomposition	2025-01-15	13 pages, 11 figures
Deep Self-Supervised Disturbance Mapping with the OPERA Sentinel-1 Radiometric Terrain Corrected SAR Backscatter Product	2025-01-15	19 pa... 19 pages, 18 figures, 5 tables. Preprint. Submitted to JSTARS
Surrogate Modeling for Explainable Predictive Time Series Corrections	2025-01-15
A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time Series	2025-01-15	Submi... Submitted to the IEEE Transactions on Reliability journal

Trajectory

Title	Date	Comment
Real-Time Generation of Near-Minimum-Energy Trajectories via Constraint-Informed Residual Learning	2025-01-16
On Learning Informative Trajectory Embeddings for Imitation, Classification and Regression	2025-01-16	AAMAS 2025
Control Barrier Function-Based Safety Filters: Characterization of Undesired Equilibria, Unbounded Trajectories, and Limit Cycles	2025-01-16
Estimation-Aware Trajectory Optimization with Set-Valued Measurement Uncertainties	2025-01-15	25 pages, 5 figures
MGF: Mixed Gaussian Flow for Diverse Trajectory Prediction	2025-01-15	Accep... Accepted by Neurips 2024. Code: https://github.com/mulplue/MGF
Predicting 4D Hand Trajectory from Monocular Videos	2025-01-14
Pedestrian Trajectory Prediction Based on Social Interactions Learning With Random Weights	2025-01-13	13 pa... 13 pages,7 figures,Accepted to IEEE Transactions on Multimedia (TMM)
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

Graph Neural Networks

Title	Date	Comment
ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective	2025-01-16	36th ... 36th Conference on Neural Information Processing Systems (NeurIPS 2022)
ERGNN: Spectral Graph Neural Network With Explicitly-Optimized Rational Graph Filters	2025-01-16	Accep... Accepted in 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2025
Fast Searching of Extreme Operating Conditions for Relay Protection Setting Calculation Based on Graph Neural Network and Reinforcement Learning	2025-01-16	10 pages, 9 figures
First Experiments with Neural cvc5	2025-01-16
Mitigating Overfitting in Graph Neural Networks via Feature and Hyperplane Perturbation	2025-01-16
Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation	2025-01-16	11 pa... 11 pages, Accpected by AAAI2025
Enhancing Graph Representation Learning with Localized Topological Features	2025-01-15	Accep... Accepted in JMLR 2025
Multi-Class Traffic Assignment using Multi-View Heterogeneous Graph Attention Networks	2025-01-15	16 pages, 5 figures
Similarity-Quantized Relative Difference Learning for Improved Molecular Activity Prediction	2025-01-15
CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks	2025-01-15	10+12... 10+12 pages, 10 figures
Joint Detection and Decoding: A Graph Neural Network Approach	2025-01-15	Submi... Submitted to Transactions on Communications. arXiv admin note: text overlap with arXiv:2401.16187
MeshMask: Physics-Based Simulations with Masked Graph Neural Networks	2025-01-15
GRAPPA -- A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures	2025-01-15	38 pages, 12 figures
SupplyGraph: A Benchmark Dataset for Supply Chain Planning using Graph Neural Networks	2025-01-15	Accep... Accepted to 4th workshop on Graphs and more Complex structures for Learning and Reasoning, colocated with AAAI 2024
Dynamic Localisation of Spatial-Temporal Graph Neural Network	2025-01-15	This ... This paper was accepted by KDD'25