About me

Hi, I’m Xinyue Lou (娄馨月). I am currently a Ph.D. student at Beijing Jiaotong University (BJTU), where I am advised by Jinan Xu and Kaiyu Huang. My research interests lie broadly in Natural Language Processing, Multimodal Large Language Models and Trustworthy Large Language Models.

❗️ News

[2025/08/21] Our paper TiS has been accepted by EMNLP 2025!

Publications

Full list is in Google Scholar

Xinyue Lou, You Li, Jinan Xu, Xiangyu Shi, Chi Chen, Kaiyu Huang. Think in Safety: Unveiling and Mitigating Safety Alignment Collapse in Multimodal Large Reasoning Model. In Proceedings of EMNLP 2025 (EMNLP 2025 SAC Highlights) .
Xinyue Lou, Jinan Xu, Jingyi Yin, Xiaolong Wang, Zhaolu Kang, Youwei Liao, Yixuan Wang, Xiangyu Shi, Fengran Mo, Su Yao, Kaiyu Huang. When Helpers Become Hazards: A Benchmark for Analyzing Multimodal LLM-Powered Safety in Daily Life.

Honors & Awards

SAC Highlights, EMNLP 2025
Beijing Outstanding Graduates, 2024

Education & Experience

B.S., Computer Science and Technology & Economics, Beijing Jiaotong University, 09/2020-06/2024
Ph.D., Computer Science and Technology, Beijing Jiaotong University, 09/2024-now
Internship, WeChat, Tencent Inc., China, 02/2025-05/2025