Publications

Also see my Google Scholar profile.

Time to REFLECT: Can We Trust LLM Judges for Evidence-based Research Agents? LLM

Leyao Wang*, Yanan He*, Peng Chen, Asaf Yehudai, Yixin Liu, Rex Ying, Michal Shmueli-Scheuer, Arman Cohan

arXiv:2605.19196

Paper Project Page

* Equal contribution (co-first author)

SC-JEPA: Stabilizing Latent Predictive Learning for Time-Series Anomaly Prediction Time Series

Yanan He, Yunshi Wen, Xin Wang, Tengfei Ma

SDM 2026; Forecast@ICML26

HyperGuide: Hyperbolic Guidance for Efficient Multi-Step Reasoning in Large Language Models LLM

Yuyu Liu, Haotian Xu, Yanan He, Sarang Rajendra Patil, Mengjia Xu, Tengfei Ma

arXiv:2605.24140

CAAD: Causality-Aware Multivariate Time Series Anomaly Detection via Multi-Scale Alignment and Structural Causal Consistency Time Series

Xin Wang, Yunshi Wen, Yanan He, Haotian Xu, Youlan Zhao, Michel Ferreira Cardia Haddad, Tengfei Ma

SIGKDD 2026 Research Track

Development and validation of a web-based machine learning model for predicting early neurological deterioration following stroke thrombolysis: A multicenter study AI4Science

Juan Li, Huanxian Chang, Shouyun Du, Chunyang Zhang, Han Zhang, Luming Li, Lingsheng Kong, Guodong Li, Tingting Liang, Ronghong Yang, Bingchao Xu, Xinyu Zhou, Guanghui Zhang, Yongan Sun, Xiaobing He, Bei Xu, Zaipo Li, Yanan He†, Mingli He†

Journal of Medical Internet Research, 27, e77858 (2025)

† Co-corresponding author

Global, regional, and national epidemiology of ischemic stroke in young adults, 1990–2021 AI4Science

Mingli He, Shun Zhang, Xun Liu, Yanan He, Xinru Gu, Chaoyan Yue

Journal of Neurology, 272(5), 354 (2025)