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-title: Latest 15 Papers - January 20, 2025
+title: Latest 15 Papers - January 21, 2025
 labels: documentation
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 **Please check the [Github](https://github.com/zezhishao/MTS_Daily_ArXiv) page for a better reading experience and more papers.**
 
 ## Time Series
 | **Title** | **Date** | **Comment** |
 | --- | --- | --- |
-| **[NL2KQL: From Natural Language to Kusto Query](http://arxiv.org/abs/2404.02933v3)** | 2025-01-16 |  |
+| **[Uncertainty-Aware Digital Twins: Robust Model Predictive Control using Time-Series Deep Quantile Learning](http://arxiv.org/abs/2501.10337v1)** | 2025-01-17 |  |
+| **[Enhancing reliability in prediction intervals using point forecasters: Heteroscedastic Quantile Regression and Width-Adaptive Conformal Inference](http://arxiv.org/abs/2406.14904v2)** | 2025-01-17 |  |
+| **[SpaceTime: Causal Discovery from Non-Stationary Time Series](http://arxiv.org/abs/2501.10235v1)** | 2025-01-17 |  |
+| **[The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning](http://arxiv.org/abs/2501.10216v1)** | 2025-01-17 |  |
+| **[Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task Integration](http://arxiv.org/abs/2406.17458v2)** | 2025-01-17 | <details><summary>Under...</summary><p>Under review at IEEE Transactions on Geoscience and Remote Sensing, Code will be available at https://github.com/SebastianHafner/ContUrbanCD.git</p></details> |
+| **[Two-level Solar Irradiance Clustering with Season Identification: A Comparative Analysis](http://arxiv.org/abs/2501.10084v1)** | 2025-01-17 | <details><summary>30 pa...</summary><p>30 pages, 9 figures, 6 tables</p></details> |
+| **[Spatiotemporal Prediction of Secondary Crashes by Rebalancing Dynamic and Static Data with Generative Adversarial Networks](http://arxiv.org/abs/2501.10041v1)** | 2025-01-17 |  |
+| **[Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification](http://arxiv.org/abs/2501.08305v2)** | 2025-01-17 |  |
+| **[NL2KQL: From Natural Language to Kusto Query](http://arxiv.org/abs/2404.02933v4)** | 2025-01-17 |  |
+| **[Reinforcement learning with non-ergodic reward increments: robustness via ergodicity transformations](http://arxiv.org/abs/2310.11335v3)** | 2025-01-16 | <details><summary>Accep...</summary><p>Accepted final version to appear in the Transactions on Machine Learning Research</p></details> |
 | **[Cueless EEG imagined speech for subject identification: dataset and benchmarks](http://arxiv.org/abs/2501.09700v1)** | 2025-01-16 |  |
 | **[On the optimal prediction of extreme events in heavy-tailed time series with applications to solar flare forecasting](http://arxiv.org/abs/2407.11887v2)** | 2025-01-16 | <details><summary>62 pa...</summary><p>62 pages, 6 figures. Revised version accepted for publication in the Journal of Time Series Analysis</p></details> |
 | **[Asymptotic Equivalence of Locally Stationary Processes and Bivariate White Noise](http://arxiv.org/abs/2410.05751v2)** | 2025-01-16 |  |
 | **[Functional Singular Value Decomposition](http://arxiv.org/abs/2410.03619v3)** | 2025-01-16 | New contents added |
 | **[AALF: Almost Always Linear Forecasting](http://arxiv.org/abs/2409.10142v2)** | 2025-01-16 |  |
-| **[Towards Socially Responsible Forecasting: Identifying and Typifying Forecasting Harms](http://arxiv.org/abs/2411.16531v2)** | 2025-01-16 |  |
-| **[Hidden Markov Neural Networks](http://arxiv.org/abs/2004.06963v3)** | 2025-01-16 |  |
-| **[ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset](http://arxiv.org/abs/2501.09349v1)** | 2025-01-16 |  |
-| **[Free-Knots Kolmogorov-Arnold Network: On the Analysis of Spline Knots and Advancing Stability](http://arxiv.org/abs/2501.09283v1)** | 2025-01-16 |  |
-| **[Adaptive Law-Based Transformation (ALT): A Lightweight Feature Representation for Time Series Classification](http://arxiv.org/abs/2501.09217v1)** | 2025-01-16 | <details><summary>8 pag...</summary><p>8 pages, 1 figure, 5 tables</p></details> |
-| **[Short-time Variational Mode Decomposition](http://arxiv.org/abs/2501.09174v1)** | 2025-01-15 | 13 pages, 11 figures |
-| **[Deep Self-Supervised Disturbance Mapping with the OPERA Sentinel-1 Radiometric Terrain Corrected SAR Backscatter Product](http://arxiv.org/abs/2501.09129v1)** | 2025-01-15 | <details><summary>19 pa...</summary><p>19 pages, 18 figures, 5 tables. Preprint. Submitted to JSTARS</p></details> |
-| **[Surrogate Modeling for Explainable Predictive Time Series Corrections](http://arxiv.org/abs/2412.19897v2)** | 2025-01-15 |  |
-| **[A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time Series](http://arxiv.org/abs/2411.13951v3)** | 2025-01-15 | <details><summary>Submi...</summary><p>Submitted to the IEEE Transactions on Reliability journal</p></details> |
 
 ## Trajectory
 | **Title** | **Date** | **Comment** |
 | --- | --- | --- |
+| **[On Learning Informative Trajectory Embeddings for Imitation, Classification and Regression](http://arxiv.org/abs/2501.09327v2)** | 2025-01-17 | AAMAS 2025 |
+| **[STPOTR: Simultaneous Human Trajectory and Pose Prediction Using a Non-Autoregressive Transformer for Robot Following Ahead](http://arxiv.org/abs/2209.07600v4)** | 2025-01-17 |  |
+| **[BILTS: A Bi-Invariant Similarity Measure for Robust Object Trajectory Recognition under Reference Frame Variations](http://arxiv.org/abs/2405.04392v2)** | 2025-01-17 | <details><summary>This ...</summary><p>This work has been submitted as a regular research paper for consideration in the Journal of Intelligent & Robotic Systems. The content in this preprint is identical to the version submitted for peer review, except for formatting differences required by the journal</p></details> |
+| **[ASTRA: A Scene-aware TRAnsformer-based model for trajectory prediction](http://arxiv.org/abs/2501.09878v1)** | 2025-01-16 |  |
 | **[Real-Time Generation of Near-Minimum-Energy Trajectories via Constraint-Informed Residual Learning](http://arxiv.org/abs/2501.09450v1)** | 2025-01-16 |  |
-| **[On Learning Informative Trajectory Embeddings for Imitation, Classification and Regression](http://arxiv.org/abs/2501.09327v1)** | 2025-01-16 | AAMAS 2025 |
 | **[Control Barrier Function-Based Safety Filters: Characterization of Undesired Equilibria, Unbounded Trajectories, and Limit Cycles](http://arxiv.org/abs/2501.09289v1)** | 2025-01-16 |  |
 | **[Estimation-Aware Trajectory Optimization with Set-Valued Measurement Uncertainties](http://arxiv.org/abs/2501.09192v1)** | 2025-01-15 | 25 pages, 5 figures |
 | **[MGF: Mixed Gaussian Flow for Diverse Trajectory Prediction](http://arxiv.org/abs/2402.12238v2)** | 2025-01-15 | <details><summary>Accep...</summary><p>Accepted by Neurips 2024. Code: https://github.com/mulplue/MGF</p></details> |
@@ -38,26 +41,23 @@ labels: documentation
 | **[Efficient Estimation of Relaxed Model Parameters for Robust UAV Trajectory Optimization](http://arxiv.org/abs/2411.10941v2)** | 2025-01-13 | <details><summary>8 pag...</summary><p>8 pages, 5 figures, to be published in IEEE Sustech 2025</p></details> |
 | **[Snapshot: Towards Application-centered Models for Pedestrian Trajectory Prediction in Urban Traffic Environments](http://arxiv.org/abs/2409.01971v2)** | 2025-01-09 | 8 Pages, 9 Figures |
 | **[Pitch Plane Trajectory Tracking Control for Sounding Rockets via Adaptive Feedback Linearization](http://arxiv.org/abs/2501.05285v1)** | 2025-01-09 | <details><summary>Paper...</summary><p>Paper accepted to the IEEE Aerospace Conference 2025. Copyright: 979-8-3503-5597-0/25/$31.00 @2025 IEEE</p></details> |
-| **[Towards Generalizable Trajectory Prediction Using Dual-Level Representation Learning And Adaptive Prompting](http://arxiv.org/abs/2501.04815v1)** | 2025-01-08 |  |
-| **[Development of an Adaptive Sliding Mode Controller using Neural Networks for Trajectory Tracking of a Cylindrical Manipulator](http://arxiv.org/abs/2501.04754v1)** | 2025-01-08 |  |
-| **[Task Coordination and Trajectory Optimization for Multi-Aerial Systems via Signal Temporal Logic: A Wind Turbine Inspection Study](http://arxiv.org/abs/2410.06620v2)** | 2025-01-08 | <details><summary>2 pag...</summary><p>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</p></details> |
 
 ## Graph Neural Networks
 | **Title** | **Date** | **Comment** |
 | --- | --- | --- |
+| **[High-Rank Irreducible Cartesian Tensor Decomposition and Bases of Equivariant Spaces](http://arxiv.org/abs/2412.18263v4)** | 2025-01-17 | 47 pages |
+| **[Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks](http://arxiv.org/abs/2501.10080v1)** | 2025-01-17 | <details><summary>Accep...</summary><p>Accepted at Winter Conference on Applications of Computer Vision (WACV) 2025. Code and available at https://github.com/AIT-Assistive-Autonomous-Systems/Hopomop</p></details> |
+| **[Virtual Nodes Improve Long-term Traffic Prediction](http://arxiv.org/abs/2501.10048v1)** | 2025-01-17 |  |
+| **[Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification](http://arxiv.org/abs/2501.08305v2)** | 2025-01-17 |  |
+| **[RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning](http://arxiv.org/abs/2408.03195v3)** | 2025-01-17 | <details><summary>Accep...</summary><p>Accepted by SIGKDD 2025 (camera-ready version). Due to the space limitation, please refer to the V2 version for more details</p></details> |
+| **[Study on a Fast Solver for Combined Field Integral Equations of 3D Conducting Bodies Based on Graph Neural Networks](http://arxiv.org/abs/2501.09923v1)** | 2025-01-17 | 10 pages,11 figures |
+| **[BN-Pool: a Bayesian Nonparametric Approach to Graph Pooling](http://arxiv.org/abs/2501.09821v1)** | 2025-01-16 |  |
+| **[Graph Neural Networks for Travel Distance Estimation and Route Recommendation Under Probabilistic Hazards](http://arxiv.org/abs/2501.09803v1)** | 2025-01-16 | 17 pages, 11 figures |
 | **[ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective](http://arxiv.org/abs/2207.09980v4)** | 2025-01-16 | <details><summary>36th ...</summary><p>36th Conference on Neural Information Processing Systems (NeurIPS 2022)</p></details> |
 | **[ERGNN: Spectral Graph Neural Network With Explicitly-Optimized Rational Graph Filters](http://arxiv.org/abs/2412.19106v2)** | 2025-01-16 | <details><summary>Accep...</summary><p>Accepted in 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2025</p></details> |
 | **[Fast Searching of Extreme Operating Conditions for Relay Protection Setting Calculation Based on Graph Neural Network and Reinforcement Learning](http://arxiv.org/abs/2501.09399v1)** | 2025-01-16 | 10 pages, 9 figures |
 | **[First Experiments with Neural cvc5](http://arxiv.org/abs/2501.09379v1)** | 2025-01-16 |  |
 | **[Mitigating Overfitting in Graph Neural Networks via Feature and Hyperplane Perturbation](http://arxiv.org/abs/2211.15081v8)** | 2025-01-16 |  |
 | **[Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation](http://arxiv.org/abs/2412.11654v3)** | 2025-01-16 | <details><summary>11 pa...</summary><p>11 pages, Accpected by AAAI2025</p></details> |
 | **[Enhancing Graph Representation Learning with Localized Topological Features](http://arxiv.org/abs/2501.09178v1)** | 2025-01-15 | <details><summary>Accep...</summary><p>Accepted in JMLR 2025</p></details> |
-| **[Multi-Class Traffic Assignment using Multi-View Heterogeneous Graph Attention Networks](http://arxiv.org/abs/2501.09117v1)** | 2025-01-15 | 16 pages, 5 figures |
-| **[Similarity-Quantized Relative Difference Learning for Improved Molecular Activity Prediction](http://arxiv.org/abs/2501.09103v1)** | 2025-01-15 |  |
-| **[CrystalGRW: Generative Modeling of Crystal Structures with Targeted Properties via Geodesic Random Walks](http://arxiv.org/abs/2501.08998v1)** | 2025-01-15 | <details><summary>10+12...</summary><p>10+12 pages, 10 figures</p></details> |
-| **[Joint Detection and Decoding: A Graph Neural Network Approach](http://arxiv.org/abs/2501.08871v1)** | 2025-01-15 | <details><summary>Submi...</summary><p>Submitted to Transactions on Communications. arXiv admin note: text overlap with arXiv:2401.16187</p></details> |
-| **[MeshMask: Physics-Based Simulations with Masked Graph Neural Networks](http://arxiv.org/abs/2501.08738v1)** | 2025-01-15 |  |
-| **[GRAPPA -- A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures](http://arxiv.org/abs/2501.08729v1)** | 2025-01-15 | 38 pages, 12 figures |
-| **[SupplyGraph: A Benchmark Dataset for Supply Chain Planning using Graph Neural Networks](http://arxiv.org/abs/2401.15299v3)** | 2025-01-15 | <details><summary>Accep...</summary><p>Accepted to 4th workshop on Graphs and more Complex structures for Learning and Reasoning, colocated with AAAI 2024</p></details> |
-| **[Dynamic Localisation of Spatial-Temporal Graph Neural Network](http://arxiv.org/abs/2501.04239v3)** | 2025-01-15 | <details><summary>This ...</summary><p>This paper was accepted by KDD'25</p></details> |