TimeART: Towards Agentic Time Series Reasoning via Tool-Augmentation

arXiv:2601.13653 · cs.LG · Submitted 2026-01-20 · Read on arXiv

cs.LG

Submitted: 2026-01-20

Updated: 2026-10-17

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Generalization — 1× in this paper · explained in 13 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 8 episodes
• Time Series Question Answering — 1× in this paper

Related papers

• Polynomial-Augmented Neural Networks (PANNs) with Weak Orthogonality Constraints for Enhanced Function and PDE Approximation
• AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning
• Transformers as Bayesian In-Context Experimenters: Smoothness-Adaptive Efficient ATE Estimation
• Convergence issues in Relational Concept Analysis based on AOC-posets
• Beliefs Beyond Posteriors: The Predictive Cost of ELBO Binding
• Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks