Latest 15 Papers - February 09, 2026

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Time Series

Title	Date	Comment
Geographically-aware Transformer-based Traffic Forecasting for Urban Motorway Digital Twins	2026-02-05	IEEE ... IEEE IV2026 37th IEEE Intelligent Vehicles Symposium
Task-Adaptive Physical Reservoir Computing via Tunable Molecular Communication Dynamics	2026-02-05
Large-scale Score-based Variational Posterior Inference for Bayesian Deep Neural Networks	2026-02-05
A Policy Gradient-Based Sequence-to-Sequence Method for Time Series Prediction	2026-02-05
SC3D: Dynamic and Differentiable Causal Discovery for Temporal and Instantaneous Graphs	2026-02-05	8 pages
Empowering Time Series Analysis with Large-Scale Multimodal Pretraining	2026-02-05
The stochastic view used in climate sciences: (some) perspectives from (some of) mathematical statistics	2026-02-05	17 pages, 18 figures
Uncovering Residual Factors in Financial Time Series via PCA and MTP2-constrained Gaussian Graphical Models	2026-02-05
TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting	2026-02-05	38 pa... 38 pages, 22 figures, 17 tables
Feature Engineering is Not Dead: Reviving Classical Machine Learning with Entropy, HOG, and LBP Feature Fusion for Image Classification	2026-02-05
GenIAS: Generator for Instantiating Anomalies in time Series	2026-02-05
Are foundation models useful feature extractors for electroencephalography analysis?	2026-02-05
Hierarchical Time Series Forecasting with Robust Reconciliation	2026-02-05
Day-Ahead Electricity Price Forecasting for Volatile Markets Using Foundation Models with Regularization Strategy	2026-02-05	Accep... Accepted to AI4TS Workshop @ AAAI'26 (Oral and Poster), see https://ai4ts.github.io/aaai2026
Assessing Electricity Demand Forecasting with Exogenous Data in Time Series Foundation Models	2026-02-05	9 pag... 9 pages, 1 Figure and 3 Tables. Accepted to AI4TS Workshop @ AAAI'26 as an oral presentation (see https://ai4ts.github.io/aaai2026)

Trajectory

Title	Date	Comment
Characterizing Human Semantic Navigation in Concept Production as Trajectories in Embedding Space	2026-02-05	10 pa... 10 pages, 6 figures (excluding refs/appendix). Accepted to ICLR 2026
Multi-Agent Inverted Transformer for Flight Trajectory Prediction	2026-02-05	11 pa... 11 pages, 8 figures, submitted for IEEE Transactions on Intelligent Transportation System
Bifrost: Steering Strategic Trajectories to Bridge Contextual Gaps for Self-Improving Agents	2026-02-05
From Latent Signals to Reflection Behavior: Tracing Meta-Cognitive Activation Trajectory in R1-Style LLMs	2026-02-05
Statistical description and dimension reduction of continuous time categorical trajectories with multivariate functional principal components	2026-02-05
TrajVG: 3D Trajectory-Coupled Visual Geometry Learning	2026-02-05
Generalizable Trajectory Prediction via Inverse Reinforcement Learning with Mamba-Graph Architecture	2026-02-05
Physics-Informed Diffusion Models for Vehicle Speed Trajectory Generation	2026-02-04
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
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

Graph Neural Networks

Title	Date	Comment
Breaking Symmetry Bottlenecks in GNN Readouts	2026-02-05	23 pages
Scaling Multi-Agent Epistemic Planning through GNN-Derived Heuristics	2026-02-05
Energy Guided smoothness to improve Robustness in Graph Classification	2026-02-05
CFRecs: Counterfactual Recommendations on Real Estate User Listing Interaction Graphs	2026-02-05
Interpreting Manifolds and Graph Neural Embeddings from Internet of Things Traffic Flows	2026-02-05
STProtein: predicting spatial protein expression from multi-omics data	2026-02-05	STPro... STProtein: predicting spatial protein expression from multi-omics data is accepted SPARTA_AAAI2026 Oral GitHub: https://github.com/zhaorui-bi/STProtein
Event2Vec: Processing Neuromorphic Events Directly by Representations in Vector Space	2026-02-05	Fix a... Fix a minor error in the abstract within the metadata of the previous version
Broken neural scaling laws in materials science	2026-02-05
EdgeMask-DG*: Learning Domain-Invariant Graph Structures via Adversarial Edge Masking	2026-02-05
MAGPrompt: Message-Adaptive Graph Prompt Tuning for Graph Neural Networks	2026-02-05
Multi-View Adaptive Contrastive Learning for Information Retrieval Based Fault Localization	2026-02-05	The p... The paper was accepted by Automated Software Engineering in 18 October 2025
Bayesian Neighborhood Adaptation for Graph Neural Networks	2026-02-05	Publi... Published in Transactions on Machine Learning Research (TMLR), 07/2025
Smoothness Errors in Dynamics Models and How to Avoid Them	2026-02-05	Ecsta... Ecstatic to share relaxed unitary mesh convolutions with the community :D! Work is under review at ICML 2026. First two authors contributed equally
Relational Graph Transformer	2026-02-05	ICLR ... ICLR 2026, Code: https://github.com/snap-stanford/relgt
Aspect-Aware MOOC Recommendation in a Heterogeneous Network	2026-02-05