**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** | | --- | --- | --- | | **[ShapeCond: Fast Shapelet-Guided Dataset Condensation for Time Series Classification](https://arxiv.org/abs/2602.09008v1)** | 2026-02-09 | Code ...Code at: https://github.com/lunaaa95/ShapeCond | | **[StretchTime: Adaptive Time Series Forecasting via Symplectic Attention](https://arxiv.org/abs/2602.08983v1)** | 2026-02-09 | | | **[When do neural ordinary differential equations generalize on complex networks?](https://arxiv.org/abs/2602.08980v1)** | 2026-02-09 | | | **[AnomSeer: Reinforcing Multimodal LLMs to Reason for Time-Series Anomaly Detection](https://arxiv.org/abs/2602.08868v1)** | 2026-02-09 | Preprint | | **[Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition](https://arxiv.org/abs/2501.18268v2)** | 2026-02-09 | | | **[TS-Arena -- A Live Forecast Pre-Registration Platform](https://arxiv.org/abs/2512.20761v2)** | 2026-02-09 | | | **[FreqLens: Interpretable Frequency Attribution for Time Series Forecasting](https://arxiv.org/abs/2602.08768v1)** | 2026-02-09 | | | **[AIRS-Bench: a Suite of Tasks for Frontier AI Research Science Agents](https://arxiv.org/abs/2602.06855v2)** | 2026-02-09 | 49 pa...49 pages, 14 figures, 10 tables | | **[LEFT: Learnable Fusion of Tri-view Tokens for Unsupervised Time Series Anomaly Detection](https://arxiv.org/abs/2602.08638v1)** | 2026-02-09 | | | **[MMTS-BENCH: A Comprehensive Benchmark for Time Series Understanding and Reasoning](https://arxiv.org/abs/2602.08588v1)** | 2026-02-09 | | | **[Approximate Cartesian Tree Matching with Substitutions](https://arxiv.org/abs/2602.08570v1)** | 2026-02-09 | Full ...Full version of a work to appear in the proceedings of STACS 2026 | | **[Low Rank Transformer for Multivariate Time Series Anomaly Detection and Localization](https://arxiv.org/abs/2602.08467v1)** | 2026-02-09 | | | **[FLAME: Flow Enhanced Legendre Memory Models for General Time Series Forecasting](https://arxiv.org/abs/2512.14253v3)** | 2026-02-09 | | | **[Disentangled Parameter-Efficient Linear Model for Long-Term Time Series Forecasting](https://arxiv.org/abs/2411.17257v2)** | 2026-02-09 | Accep...Accepted by DASFAA 2026. (Submitted Manuscript Version) | | **[Neural MJD: Neural Non-Stationary Merton Jump Diffusion for Time Series Prediction](https://arxiv.org/abs/2506.04542v2)** | 2026-02-09 | Accep...Accepted at NeurIPS 2025 | ## Trajectory | **Title** | **Date** | **Comment** | | --- | --- | --- | | **[Dexterous Manipulation Policies from RGB Human Videos via 4D Hand-Object Trajectory Reconstruction](https://arxiv.org/abs/2602.09013v1)** | 2026-02-09 | | | **[Beyond Quantity: Trajectory Diversity Scaling for Code Agents](https://arxiv.org/abs/2602.03219v2)** | 2026-02-09 | | | **[Mimic Intent, Not Just Trajectories](https://arxiv.org/abs/2602.08602v1)** | 2026-02-09 | Under review | | **[Trajectory Stitching for Solving Inverse Problems with Flow-Based Models](https://arxiv.org/abs/2602.08538v1)** | 2026-02-09 | | | **[CLEAR: A Knowledge-Centric Vessel Trajectory Analysis Platform](https://arxiv.org/abs/2602.08482v1)** | 2026-02-09 | 4 pag...4 pages, and 5 Figures | | **[Human-Like Trajectories Generation via Receding Horizon Tracking Applied to the TickTacking Interface](https://arxiv.org/abs/2507.13528v2)** | 2026-02-09 | | | **[Post-Collision Trajectory Restoration for a Single-track Ackermann Vehicle using Heuristic Steering and Tractive Force Functions](https://arxiv.org/abs/2602.08444v1)** | 2026-02-09 | 10 pages, 6 figures | | **[Is Flow Matching Just Trajectory Replay for Sequential Data?](https://arxiv.org/abs/2602.08318v1)** | 2026-02-09 | 51 pages | | **[Learning-based Initialization of Trajectory Optimization for Path-following Problems of Redundant Manipulators](https://arxiv.org/abs/2602.03418v2)** | 2026-02-09 | Accep...Accepted at ICRA 2023. Project page: https://sgvr.kaist.ac.kr/~msyoon/papers/ICRA23_RLITG/ | | **[GeoGen: A Two-stage Coarse-to-Fine Framework for Fine-grained Synthetic Location-based Social Network Trajectory Generation](https://arxiv.org/abs/2510.07735v3)** | 2026-02-08 | | | **[R-Stitch: Dynamic Trajectory Stitching for Efficient Reasoning](https://arxiv.org/abs/2507.17307v6)** | 2026-02-08 | | | **[Trajectory-Aware Multi-RIS Activation and Configuration: A Riemannian Diffusion Method](https://arxiv.org/abs/2602.07937v1)** | 2026-02-08 | | | **[SPOT: Spatio-Temporal Obstacle-free Trajectory Planning for UAVs in an Unknown Dynamic Environment](https://arxiv.org/abs/2602.01189v2)** | 2026-02-08 | Accep...Accepted for publication at ICRA 2026 | | **[Unified Biomolecular Trajectory Generation via Pretrained Variational Bridge](https://arxiv.org/abs/2602.07588v1)** | 2026-02-07 | The F...The Fourteenth International Conference on Learning Representations (ICLR 2026) | | **[RAPiD: Real-time Deterministic Trajectory Planning via Diffusion Behavior Priors for Safe and Efficient Autonomous Driving](https://arxiv.org/abs/2602.07339v1)** | 2026-02-07 | | ## Graph Neural Networks | **Title** | **Date** | **Comment** | | --- | --- | --- | | **[Rethinking Graph Generalization through the Lens of Sharpness-Aware Minimization](https://arxiv.org/abs/2602.08855v1)** | 2026-02-09 | | | **[A Graphop Analysis of Graph Neural Networks on Sparse Graphs: Generalization and Universal Approximation](https://arxiv.org/abs/2602.08785v1)** | 2026-02-09 | | | **[HoGS: Homophily-Oriented Graph Synthesis for Local Differentially Private GNN Training](https://arxiv.org/abs/2602.08762v1)** | 2026-02-09 | | | **[On the Expressive Power of GNNs for Boolean Satisfiability](https://arxiv.org/abs/2602.08745v1)** | 2026-02-09 | Accep...Accepted at ICLR 2026 | | **[Decoupling and Damping: Structurally-Regularized Gradient Matching for Multimodal Graph Condensation](https://arxiv.org/abs/2511.20222v2)** | 2026-02-09 | 12pag...12pages,7 figures,8 tables | | **[Enhancing Genetic Algorithms with Graph Neural Networks: A Timetabling Case Study](https://arxiv.org/abs/2602.08619v1)** | 2026-02-09 | Paper...Paper accepted to the International Conference on Applications of Evolutionary Computation (EvoApplications) 2026 | | **[TFMLinker: Universal Link Predictor by Graph In-Context Learning with Tabular Foundation Models](https://arxiv.org/abs/2602.08592v1)** | 2026-02-09 | | | **[Is Meta-Path Attention an Explanation? Evidence of Alignment and Decoupling in Heterogeneous GNNs](https://arxiv.org/abs/2602.08500v1)** | 2026-02-09 | | | **[Efficient Graph Knowledge Distillation from GNNs to Kolmogorov--Arnold Networks via Self-Attention Dynamic Sampling](https://arxiv.org/abs/2509.00560v2)** | 2026-02-09 | | | **[Geometric Reasoning in the Embedding Space](https://arxiv.org/abs/2504.02018v2)** | 2026-02-08 | | | **[Weak to Strong: VLM-Based Pseudo-Labeling as a Weakly Supervised Training Strategy in Multimodal Video-based Hidden Emotion Understanding Tasks](https://arxiv.org/abs/2602.08057v1)** | 2026-02-08 | | | **[Graph-Enhanced Deep Reinforcement Learning for Multi-Objective Unrelated Parallel Machine Scheduling](https://arxiv.org/abs/2602.08052v1)** | 2026-02-08 | 11 pa...11 pages, 2 figures, Winter Simulation Conference (WSC) 2025 | | **[PhysDrape: Learning Explicit Forces and Collision Constraints for Physically Realistic Garment Draping](https://arxiv.org/abs/2602.08020v1)** | 2026-02-08 | | | **[Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex](https://arxiv.org/abs/2504.12474v4)** | 2026-02-08 | 26 pages, 4 figures | | **[Learning Geometric-Aware Quadrature Rules for Functional Minimization](https://arxiv.org/abs/2508.05445v2)** | 2026-02-08 | 17 pages, 5 figures |
