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Hello there! I am Mutong LIU (刘牧潼), a Ph.D. candidate in the Department of Computer Science at Hong Kong Baptist University, supervised by Prof. Yang LIU and co-supervised by Prof. Jiming LIU. My primary research interests inlcudes artificial intelligence, machine learning, computational epidemiology, and complex system modeling, specifically focus on developing multi-agent reinforcement learning, physical/epidemiological-informed machine learning, and spatiotemporal analysis methods.
My work aims to solve complex real-world problems such as infectious disease transmission risk assessment and prediction, adaptive intervention strategy inference, and effective cooperative behavior learning in multi-agent systems. My research spans AI/ML methodology development and application deployment in the context of infectious disease dynamics:
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MLs for Assessing Infectious Disease Risk and Inferring Transmission Patterns:
Malaria Transmission Intensity Assessment (IDM’23) · TransCode for COVID‑19 Transmission Patterns (IDP’23) -
MLs for Epidemic Dynamics Prediction:
Survey on ML for Infectious Disease Risk Prediction (ACM CSUR’25) · EpiDL (CIKM’23) -
MLs & RLs for Infectious Disease Control:
RLs in Infectious Disease Control (WI‑IAT’25) · Resource Allocation for Effective Disease Control (IDP’22) -
MARL for Learning Cooperative Behavior in Multi-agent Systems:
Probing Diametric Coordination Graphs for Multi-Agent Reinforcement Learning [Under Review]
Email address: csmtliu@comp.hkbu.edu.hk (Academic) · gigg0@icloud.com (Personal)
- Machine Learning, Reinforcement Learning, Spatiotemporal Analytics, Epidemic Prediction, Infectious Disease Modeling and Control
| Period | Degree | Major |
|---|---|---|
| Jan.2021 - Present | PhD Candidate in Computer Science, Hong Kong Baptist University, Hong Kong, China | Computer Science |
| Sept.2016 - Jul. 2020 | B.E. in Network Engineering, Southwest University, Chongqing, China | Network Engineering |
| Sept.2015 - Jul. 2016 | Student in Plant Protection Faculty, Southwest University, Chongqing, China | Plant Protection |
Publications (Google Scholar)
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Published:
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* Co-first author (Contributed equally).