A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models

Published in TMLR, 2026

OpenReview

Accepted as is by TMLR. This survey organizes reasoning topologies, tool use, evidence grounding, benchmarks, and agent loops for temporal data with large language models.

Recommended citation: A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models. TMLR, 2026.

Recommended citation: A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models. TMLR, 2026. https://openreview.net/forum?id=l3QW42g6u3