Latest 15 Papers - February 04, 2025

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Time Series

Title	Date	Comment
CoSTI: Consistency Models for (a faster) Spatio-Temporal Imputation	2025-01-31	20 pa... 20 pages, 5 figures, 13 tables
CORAL: Concept Drift Representation Learning for Co-evolving Time-series	2025-01-31
The Global Carbon Budget as a cointegrated system	2025-01-31
Capturing Temporal Dynamics in Large-Scale Canopy Tree Height Estimation	2025-01-31	9 pag... 9 pages main paper, 5 pages references and appendix, 8 figures, 5 tables
FAN: Fourier Analysis Networks	2025-01-31
Towards Generalisable Time Series Understanding Across Domains	2025-01-31
BEAT: Balanced Frequency Adaptive Tuning for Long-Term Time-Series Forecasting	2025-01-31	12 pages, 3 figures
Self-Supervised Cross-Modal Text-Image Time Series Retrieval in Remote Sensing	2025-01-31
Extreme Value Modelling of Feature Residuals for Anomaly Detection in Dynamic Graphs	2025-01-31	exten... extended and revised version of arXiv:2210.07407
Neural SDEs as a Unified Approach to Continuous-Domain Sequence Modeling	2025-01-31
Comparing Clustering Approaches for Smart Meter Time Series: Investigating the Influence of Dataset Properties on Performance	2025-01-31
TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting	2025-01-31	15pages
Learning Hamiltonian Dynamics with Bayesian Data Assimilation	2025-01-31	8 pages, 12 figures
EnergyDiff: Universal Time-Series Energy Data Generation using Diffusion Models	2025-01-30	14 pages
Motion Diffusion Autoencoders: Enabling Attribute Manipulation in Human Motion Demonstrated on Karate Techniques	2025-01-30	9 pages, 5 figures

Trajectory

Title	Date	Comment
Trajectory Optimization Under Stochastic Dynamics Leveraging Maximum Mean Discrepancy	2025-01-31	https... https://github.com/Basant1861/MPC-MMD
Best Policy Learning from Trajectory Preference Feedback	2025-01-31
Non-Asymptotic Analysis of Subspace Identification for Stochastic Systems Using Multiple Trajectories	2025-01-31	23 pages, 7 figures
Can Optimization Trajectories Explain Multi-Task Transfer?	2025-01-30	13 pa... 13 pages; Published in TMLR
Realtime Limb Trajectory Optimization for Humanoid Running Through Centroidal Angular Momentum Dynamics	2025-01-30	This ... This paper has been accepted for publication at the IEEE International Conference on Robotics and Automation (ICRA), Atlanta 2025. v2: - A Github link to the proposed optimization tool is added. - There are no changes in the method and results
Impedance Trajectory Analysis during Power Swing for Grid-Forming Inverter with Different Current Limiters	2025-01-30
Online Trajectory Replanner for Dynamically Grasping Irregular Objects	2025-01-29	7 pag... 7 pages. Accepted to ICRA 2025
A New Perspective to Fish Trajectory Imputation: A Methodology for Spatiotemporal Modeling of Acoustically Tagged Fish Data	2025-01-29
Large Language Models for Single-Step and Multi-Step Flight Trajectory Prediction	2025-01-29	9 pages, 7 figures
Target-driven Self-Distillation for Partial Observed Trajectories Forecasting	2025-01-28
Hierarchical Trajectory (Re)Planning for a Large Scale Swarm	2025-01-28	13 pa... 13 pages, 14 figures. arXiv admin note: substantial text overlap with arXiv:2407.02777
Toward Safe Integration of UAM in Terminal Airspace: UAM Route Feasibility Assessment using Probabilistic Aircraft Trajectory Prediction	2025-01-28	10 pages, 7 figures
On characterizing optimal learning trajectories in a class of learning problems	2025-01-27	5 Pag... 5 Pages (A further extension of the paper: arXiv:2412.08772)
Beyond In-Distribution Performance: A Cross-Dataset Study of Trajectory Prediction Robustness	2025-01-27	arXiv... arXiv admin note: text overlap with arXiv:2407.13431
Error-State LQR Formulation for Quadrotor UAV Trajectory Tracking	2025-01-27

Graph Neural Networks

Title	Date	Comment
Node Classification and Search on the Rubik's Cube Graph with GNNs	2025-01-31
\underline{E2}Former: A Linear-time \underline{E}fficient and \underline{E}quivariant Trans\underline{former} for Scalable Molecular Modeling	2025-01-31
RIGNO: A Graph-based framework for robust and accurate operator learning for PDEs on arbitrary domains	2025-01-31
Learning Non-Local Molecular Interactions via Equivariant Local Representations and Charge Equilibration	2025-01-31
Understanding Oversmoothing in GNNs as Consensus in Opinion Dynamics	2025-01-31	23 pages, 3 figures
Optimizing Job Allocation using Reinforcement Learning with Graph Neural Networks	2025-01-31	12 pages, 5 figures
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks	2025-01-31	Paper... Paper accepted to Journal of Network and Computer Applications
MaxCutPool: differentiable feature-aware Maxcut for pooling in graph neural networks	2025-01-31	Accep... Accepted at ICLR 2025
Project-and-Fuse: Improving RGB-D Semantic Segmentation via Graph Convolution Networks	2025-01-31
Neural Graph Pattern Machine	2025-01-30
Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees	2025-01-30
MolGraph-xLSTM: A graph-based dual-level xLSTM framework with multi-head mixture-of-experts for enhanced molecular representation and interpretability	2025-01-30
A Cartesian Encoding Graph Neural Network for Crystal Structures Property Prediction: Application to Thermal Ellipsoid Estimation	2025-01-30
Contrastive Learning Meets Pseudo-label-assisted Mixup Augmentation: A Comprehensive Graph Representation Framework from Local to Global	2025-01-30	9 pages, 2 figures
ScaDyG:A New Paradigm for Large-scale Dynamic Graph Learning	2025-01-30