Mengjingcheng Mo莫梦竟成
Ph.D. Candidate
Chongqing University of Posts and Telecommunications
Research Interests
About
I am a Ph.D. candidate in Computer Science and Technology at Chongqing University of Posts and Telecommunications, advised by Prof. Xinbo Gao and Associate Prof. Jiaxu Leng. My current research focuses on Agentic Anomaly Understanding, with interests in video anomaly understanding, active visual reasoning, and multimodal large language models.
My recent work studies how vision-language agents can actively acquire evidence, reason over anomalous events, and understand challenging real-world scenarios such as aerial anomalies, low-light surveillance, and autonomous-driving corner cases.
Selected Publications
View All →Learning to Watch: Active Video Anomaly Understanding via Interleaved Policy Optimization
Mengjingcheng Mo, Jiaxu Leng, Xinbo Gao*
Active evidence acquisition for video anomaly understanding
Breaking the Continuum: Discrete Distribution Learning for Structural MRI Reconstruction
Tianle Lyu†, Mengjingcheng Mo†, Ting Wen, Zhen Song, Zinan Xiong, Yanjie Zhu*
Discrete distribution learning for structural MRI reconstruction
Retrieval-Guided Contextual Inference for Training-Free Video Anomaly Detection in Low-Light Scenarios
Mengjingcheng Mo, Jiankang Zheng, Jiaxu Leng, Xinbo Gao*
Training-free low-light video anomaly detection via retrieval
Linguistic Relative Policy Optimization for Video Anomaly Reasoning
Jiaxu Leng, Jiankang Zheng, Mengjingcheng Mo, Zhanjie Wu, Haosheng Chen, Ji Gan, Xinbo Gao*
Linguistic relative policy optimization for anomaly reasoning
A2Seek: Towards Reasoning-Centric Benchmark for Aerial Anomaly Understanding
Mengjingcheng Mo, Xinyang Tong, Mingpi Tan, Jiaxu Leng*, Jiankang Zheng, Yiran Liu, Haosheng Chen, Ji Gan, Weisheng Li, Xinbo Gao*
Reasoning-centric benchmark for aerial anomaly understanding
News
Homepage updated with research focus, CV, and selected publications.
Homepage updated with bilingual profile / 双语主页已更新