Latest 15 Papers - February 12, 2026

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Time Series

Title	Date	Comment
Online Monitoring Framework for Automotive Time Series Data using JEPA Embeddings	2026-02-10	Accep... Accepted at the 2026 IEEE Intelligent Vehicles Symposium. Copyright 2026 IEEE. Permission from IEEE must be obtained for use in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works
Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting	2026-02-10
Statistical benchmarking of transformer models in low signal-to-noise time-series forecasting	2026-02-10	Submitted to ICML
Bayesian identification of early warning signals for long-range dependent climatic time series	2026-02-10	27 pages, 9 figures
TAMMs: Change Understanding and Forecasting in Satellite Image Time Series with Temporal-Aware Multimodal Models	2026-02-10	Publi... Published as a conference paper at The Fourteenth International Conference on Learning Representations (ICLR 2026)
Contextual and Seasonal LSTMs for Time Series Anomaly Detection	2026-02-10	Publi... Published as a conference paper at ICLR 2026
Patch-Level Tokenization with CNN Encoders and Attention for Improved Transformer Time-Series Forecasting	2026-02-10	6 pag... 6 pages, 2 figures, 3 tables
Blockchain Application in Metaverse: A Review	2026-02-10	19 pages, 9 figures
Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases	2026-02-10
Tail-Aware Density Forecasting of Locally Explosive Time Series: A Neural Network Approach	2026-02-10
Asymptotic Inference for Rank Correlations	2026-02-10
SpikySpace: A Spiking State Space Model for Energy-Efficient Time Series Forecasting	2026-02-10	17 pages, 4 figures
A Brain Graph Foundation Model: Pre-Training and Prompt-Tuning across Broad Atlases and Disorders	2026-02-10	30pages
TwinWeaver: An LLM-Based Foundation Model Framework for Pan-Cancer Digital Twins	2026-02-09
A Lightweight Multi-View Approach to Short-Term Load Forecasting	2026-02-09

Trajectory

Title	Date	Comment
Optimal Control of Microswimmers for Trajectory Tracking Using Bayesian Optimization	2026-02-10	16 pages, 16 figures
Look-Ahead and Look-Back Flows: Training-Free Image Generation with Trajectory Smoothing	2026-02-10
Massive-STEPS: Massive Semantic Trajectories for Understanding POI Check-ins -- Dataset and Benchmarks	2026-02-09
From Legible to Inscrutable Trajectories: (Il)legible Motion Planning Accounting for Multiple Observers	2026-02-09	17 pages, 5 figures
Overview of PAN 2026: Voight-Kampff Generative AI Detection, Text Watermarking, Multi-Author Writing Style Analysis, Generative Plagiarism Detection, and Reasoning Trajectory Detection	2026-02-09
Dexterous Manipulation Policies from RGB Human Videos via 4D Hand-Object Trajectory Reconstruction	2026-02-09
Legs Over Arms: On the Predictive Value of Lower-Body Pose for Human Trajectory Prediction from Egocentric Robot Perception	2026-02-09	Accep... Accepted to IEEE ICRA 2026
Beyond Quantity: Trajectory Diversity Scaling for Code Agents	2026-02-09
Mimic Intent, Not Just Trajectories	2026-02-09	Under review
Trajectory Stitching for Solving Inverse Problems with Flow-Based Models	2026-02-09
CLEAR: A Knowledge-Centric Vessel Trajectory Analysis Platform	2026-02-09	4 pag... 4 pages, and 5 Figures
Human-Like Trajectories Generation via Receding Horizon Tracking Applied to the TickTacking Interface	2026-02-09
Post-Collision Trajectory Restoration for a Single-track Ackermann Vehicle using Heuristic Steering and Tractive Force Functions	2026-02-09	10 pages, 6 figures
Is Flow Matching Just Trajectory Replay for Sequential Data?	2026-02-09	51 pages
Learning-based Initialization of Trajectory Optimization for Path-following Problems of Redundant Manipulators	2026-02-09	Accep... Accepted at ICRA 2023. Project page: https://sgvr.kaist.ac.kr/~msyoon/papers/ICRA23_RLITG/

Graph Neural Networks

Title	Date	Comment
Position: Message-passing and spectral GNNs are two sides of the same coin	2026-02-10
Predictive Modeling of Power Outages during Extreme Events: Integrating Weather and Socio-Economic Factors	2026-02-10
Non-Intrusive Graph-Based Bot Detection for E-Commerce Using Inductive Graph Neural Networks	2026-02-10
Differentiable Tripartite Modularity for Clustering Heterogeneous Graphs	2026-02-10	12 pages, 3 figures
An Iterative Question-Guided Framework for Knowledge Base Question Answering	2026-02-10	Accep... Accepted to the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025), Main Track
BRAVA-GNN: Betweenness Ranking Approximation Via Degree MAss Inspired Graph Neural Network	2026-02-10	Submitted to KDD
Scalable and Reliable State-Aware Inference of High-Impact N-k Contingencies	2026-02-10
Multimodal Graph Neural Networks for Prognostic Modeling of Brain Network Reorganization	2026-02-10	Funda... Fundamental methodological error invalidating results
Exact Subgraph Isomorphism Network with Mixed $L_{0,2}$ Norm Constraint for Predictive Graph Mining	2026-02-10
Pave Your Own Path: Graph Gradual Domain Adaptation on Fused Gromov-Wasserstein Geodesics	2026-02-10	35 pages, 10 figures
Generalizing GNNs with Tokenized Mixture of Experts	2026-02-09	Graph... Graph Neural Networks, Generalization, Mixture of Experts
ATLAS: Adaptive Topology-based Learning at Scale for Homophilic and Heterophilic Graphs	2026-02-09	Preprint
Rethinking Graph Generalization through the Lens of Sharpness-Aware Minimization	2026-02-09
A Graphop Analysis of Graph Neural Networks on Sparse Graphs: Generalization and Universal Approximation	2026-02-09
HoGS: Homophily-Oriented Graph Synthesis for Local Differentially Private GNN Training	2026-02-09