Latest 15 Papers - February 05, 2026

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Time Series

Title	Date	Comment
Functional-SVD for Heterogeneous Trajectories: Case Studies in Health	2026-02-03	Journ... Journal of the American Statistical Association, to appear
fev-bench: A Realistic Benchmark for Time Series Forecasting	2026-02-03
CoGenCast: A Coupled Autoregressive-Flow Generative Framework for Time Series Forecasting	2026-02-03
Dataset-Driven Channel Masks in Transformers for Multivariate Time Series	2026-02-03	ICASS... ICASSP 2026. Preliminary version: NeurIPS Workshop on Time Series in the Age of Large Models 2024 (Oral presentation)
SEDformer: Event-Synchronous Spiking Transformers for Irregular Telemetry Time Series Forecasting	2026-02-03	Under review
MoGU: Mixture-of-Gaussians with Uncertainty-based Gating for Time Series Forecasting	2026-02-03
A Pipeline for ADNI Resting-State Functional MRI Processing and Quality Control	2026-02-03
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning	2026-02-03
Spectral Text Fusion: A Frequency-Aware Approach to Multimodal Time-Series Forecasting	2026-02-03
Moirai 2.0: When Less Is More for Time Series Forecasting	2026-02-03	16 pa... 16 pages, 13 figures, and 1 table
COMET: Codebook-based Online-adaptive Multi-scale Embedding for Time-series Anomaly Detection	2026-02-03
Stationarity and Spectral Characterization of Random Signals on Simplicial Complexes	2026-02-03
Visual Reasoning over Time Series via Multi-Agent System	2026-02-03
Causal Graph Spatial-Temporal Autoencoder for Reliable and Interpretable Process Monitoring	2026-02-03
The Role of Entanglement in Quantum Reservoir Computing with Coupled Kerr Nonlinear Oscillators	2026-02-03

Trajectory

Title	Date	Comment
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
GeoGen: A Two-stage Coarse-to-Fine Framework for Fine-grained Synthetic Location-based Social Network Trajectory Generation	2026-02-03
TMS: Trajectory-Mixed Supervision for Reward-Free, On-Policy SFT	2026-02-03
Moving On, Even When You're Broken: Fail-Active Trajectory Generation via Diffusion Policies Conditioned on Embodiment and Task	2026-02-02	To be... To be published in the 2026 IEEE International Conference on Robotics & Automation
RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents	2026-02-02
Which Reasoning Trajectories Teach Students to Reason Better? A Simple Metric of Informative Alignment	2026-02-02	27 pa... 27 pages. Project page: https://github.com/UmeanNever/RankSurprisalRatio
AgentRx: Diagnosing AI Agent Failures from Execution Trajectories	2026-02-02
From Latent Signals to Reflection Behavior: Tracing Meta-Cognitive Activation Trajectory in R1-Style LLMs	2026-02-02
Reusing Trajectories in Policy Gradients Enables Fast Convergence	2026-02-02
FlowBypass: Rectified Flow Trajectory Bypass for Training-Free Image Editing	2026-02-02

Graph Neural Networks

Title	Date	Comment
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
SPGCL: Simple yet Powerful Graph Contrastive Learning via SVD-Guided Structural Perturbation	2026-02-03
Exploring the Global-to-Local Attention Scheme in Graph Transformers: An Empirical Study	2026-02-03	The a... The article has been accepted by Frontiers of Computer Science (FCS), with the DOI: {10.1007/s11704-026-51718-4}
GraphAllocBench: A Flexible Benchmark for Preference-Conditioned Multi-Objective Policy Learning	2026-02-03
Non-Intrusive Graph-Based Bot Detection for E-Commerce Using Inductive Graph Neural Networks	2026-02-03
MGKAN: Predicting Asymmetric Drug-Drug Interactions via a Multimodal Graph Kolmogorov-Arnold Network	2026-02-03	This ... This paper has been accepted by ICASSP 2026
Fast Task Planning with Neuro-Symbolic Relaxation	2026-02-03	8 pages, 6 figures
Multi-view Graph Condensation via Tensor Decomposition	2026-02-02	Accep... Accepted at WSDM 2026
Eidolon: A Practical Post-Quantum Signature Scheme Based on k-Colorability in the Age of Graph Neural Networks	2026-02-02	23 pages, 5 figures
Graph-Augmented Reasoning with Large Language Models for Tobacco Pest and Disease Management	2026-02-02
DFKI-Speech System for WildSpoof Challenge: A robust framework for SASV In-the-Wild	2026-02-02
Graph Learning via Logic-Based Weisfeiler-Leman Variants and Tabularization	2026-02-02	New v... New version of the manuscript with the following fixes: 1. Clarified proof of the main theorem. 2. Revised the experimental section
Graph Homomorphism Distortion: A Metric to Distinguish Them All and in the Latent Space Bind Them	2026-02-02