Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement (2025 · 21 citations)
Most time series research targets one numerical task at a time, such as forecasting or anomaly detection. There is also little data that pairs natural language with time series, which holds back models able to discuss and reason about temporal data. The authors propose Time-MQA, a framework that treats several time…
STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning (2026 · 3 citations)
LLMs are increasingly applied to time-series domains. Yet settings such as traffic networks, power grids or epidemic spread need more than point forecasts. Decision-makers want to know the cause, location and timing of events, which means linking signals across graph-connected nodes while accounting for propagation…

All works

4 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

Foundation Models for Time Series Analysis: A Tutorial and Survey ↗ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · no summary yetYuxuan Liang et al.2024 · 235 citations
Position: What Can Large Language Models Tell Us about Time Series Analysis ↗arXiv:2402.02713 · no summary yetMing Jin et al.2024 · 31 citations
Time-MQA: Time Series Multi-Task Question Answering with Context EnhancementAnnual Meeting of the Association for Computational Linguistics (ACL)Yaxuan Kong, Yiyuan Yang, Yoontae Hwang, et al.2025 · 21 citations
STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement LearningAnnual Meeting of the Association for Computational Linguistics (ACL)Juntong Ni, Shiyu Wang, Qi He, et al.2026 · 3 citations

Co-authors here

5 co-authors with a page, the most papers together first.

Where their works here were published, the most works first, with the editions of those that have a page.

Papers of our library cite their works 38 times (of the 149,439 papers whose bibliographies we read); 6 citing papers with a page here →.

Updated 31 October 2026