Latest 15 Papers - February 06, 2026

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Time Series

Title	Date	Comment
Bounded-Abstention Multi-horizon Time-series Forecasting	2026-02-04
Let Experts Feel Uncertainty: A Multi-Expert Label Distribution Approach to Probabilistic Time Series Forecasting	2026-02-04	11 pages, 2figures
MTS-JEPA: Multi-Resolution Joint-Embedding Predictive Architecture for Time-Series Anomaly Prediction	2026-02-04
Machine Learning-Driven Crystal System Prediction for Perovskites Using Augmented X-ray Diffraction Data	2026-02-04	37 pa... 37 pages, 7 figures. Author accepted manuscript. Published in Engineering Applications of Artificial Intelligence
Reducing the labeling burden in time-series mapping using Common Ground: a semi-automated approach to tracking changes in land cover and species over time	2026-02-04
Multi-scale hypergraph meets LLMs: Aligning large language models for time series analysis	2026-02-04	Accepted by ICLR2026
Exact Multiple Change-Point Detection Via Smallest Valid Partitioning	2026-02-04
LLM-ABBA: Understanding time series via symbolic approximation	2026-02-04
Multi-Integration of Labels across Categories for Component Identification (MILCCI)	2026-02-04
LASS-ODE: Scaling ODE Computations to Connect Foundation Models with Dynamical Physical Systems	2026-02-04
From Consistency to Complementarity: Aligned and Disentangled Multi-modal Learning for Time Series Understanding and Reasoning	2026-02-04
Aurora: Towards Universal Generative Multimodal Time Series Forecasting	2026-02-04
Pruning for Generalization: A Transfer-Oriented Spatiotemporal Graph Framework	2026-02-04	Under... Under review at ICLR 2026 Workshop TSALM
Learning-based Observer for Coupled Disturbance	2026-02-04	10 pages, 7 figures
Turning mechanistic models into forecasters by using machine learning	2026-02-04	47 pages, 11 figures

Trajectory

Title	Date	Comment
MIGHTY: Hermite Spline-based Efficient Trajectory Planning	2026-02-04	10 pages, 12 figures
Fine-grained Classification of A Million Life Trajectories from Wikipedia	2026-02-04
TrajVG: 3D Trajectory-Coupled Visual Geometry Learning	2026-02-04
Beyond Rejection Sampling: Trajectory Fusion for Scaling Mathematical Reasoning	2026-02-04
Safe and Stylized Trajectory Planning for Autonomous Driving via Diffusion Model	2026-02-04	12 pa... 12 pages, 7 figures, submitted to IEEE Transactions on Intelligent Transportation Systems
AccidentSim: Generating Vehicle Collision Videos with Physically Realistic Collision Trajectories from Real-World Accident Reports	2026-02-04	15 pa... 15 pages, 9 figures, 5 tables
GeneralVLA: Generalizable Vision-Language-Action Models with Knowledge-Guided Trajectory Planning	2026-02-04
AGMA: Adaptive Gaussian Mixture Anchors for Prior-Guided Multimodal Human Trajectory Forecasting	2026-02-04	14 pages, 3 figures
Lyapunov Constrained Soft Actor-Critic (LC-SAC) using Koopman Operator Theory for Quadrotor Trajectory Tracking	2026-02-04	12 pa... 12 pages, 7 Figures, submitted to IEEE RA-L
Functional-SVD for Heterogeneous Trajectories: Case Studies in Health	2026-02-03	Journ... Journal of the American Statistical Association, to appear
Large-Scale Terminal Agentic Trajectory Generation from Dockerized Environments	2026-02-03	Agent... Agentic Trajectory, Agentic Model, Terminal, Code Agent
Learning-based Initialization of Trajectory Optimization for Path-following Problems of Redundant Manipulators	2026-02-03	Accep... Accepted to ICRA 2023. Project Page
DeepUrban: Interaction-Aware Trajectory Prediction and Planning for Automated Driving by Aerial Imagery	2026-02-03
Q-Regularized Generative Auto-Bidding: From Suboptimal Trajectories to Optimal Policies	2026-02-03	Due t... Due to the company's compliance requirements, we would like to wait until the paper is officially published before making it publicly available on arXiv
Beyond Quantity: Trajectory Diversity Scaling for Code Agents	2026-02-03

Graph Neural Networks

Title	Date	Comment
Non-Intrusive Graph-Based Bot Detection for E-Commerce Using Inductive Graph Neural Networks	2026-02-04
Graph Persistence goes Spectral	2026-02-04	32 pa... 32 pages, 4 figures, 7 tables. Accepted at NeurIPS 2025. Final version, clarified minor bug
DMFlow: Disordered Materials Generation by Flow Matching	2026-02-04
Discrete Diffusion-Based Model-Level Explanation of Heterogeneous GNNs with Node Features	2026-02-04	Accep... Accepted at WWW 2026. Camera-ready version
Bridging Cognitive Neuroscience and Graph Intelligence: Hippocampus-Inspired Multi-View Hypergraph Learning for Web Finance Fraud	2026-02-04
Training A Foundation Model to Represent Graphs as Vectors	2026-02-04
Incorporating graph neural network into route choice model	2026-02-04
Event2Vec: Processing Neuromorphic Events Directly by Representations in Vector Space	2026-02-04
Resilient Routing: Risk-Aware Dynamic Routing in Smart Logistics via Spatiotemporal Graph Learning	2026-02-03
Early-Exit Graph Neural Networks	2026-02-03	49 pa... 49 pages, 26 figures. Under review
P-Tensors: a General Formalism for Constructing Higher Order Message Passing Networks	2026-02-03
DeXposure-FM: A Time-series, Graph Foundation Model for Credit Exposures and Stability on Decentralized Financial Networks	2026-02-03
Enhancing Imbalanced Node Classification via Curriculum-Guided Feature Learning and Three-Stage Attention Network	2026-02-03
Data-Driven Graph Filters via Adaptive Spectral Shaping	2026-02-03
Acceleration of Atomistic NEGF: Algorithms, Parallelization, and Machine Learning	2026-02-03