Research Assistant2023-2025 University of WarwickSupported by EPSRC on offline reinforcement learning methods.Senior Teaching Assistant2022-2023 University of WarwickAssisted WM391 Industrial Vision and Processing.Assisted WM3B7 Data Science and Machine Learning.Research Intern2018Chinese Academy of SciencesHad a taste of machine learning research.
Education
PhD in Engineering 2020-2025 University of WarwickBSc in Computer Science 2016-2020 Lancaster UniversityBEng in Computer Science 2016-2020 Beijing Jiaotong University
Publications
Learning on One Mode: Addressing Multi-modality in Offline Reinforcement Learning
Mianchu Wang, Yue Jin, Giovanni Montana
International Conference on Learning Representations (ICLR), 2025
GOPlan: Goal-conditioned Offline Reinforcement Learning by Planning with Learned Models
Mianchu Wang, Rui Yang, Xi Chen, Hao Sun, Meng Fang, Giovanni Montana
Transactions on Machine Learning Research (TMLR), 2024
Goal-conditioned Offline Reinforcement Learning through State Space Partitioning
Mianchu Wang, Yue Jin, Giovanni Montana
Machine Learning, 2024
Talks
UK AI Conference, BirminghamNov 2024European Conference on Machine Learning, VilniusSep 2024GCRL Workshop at NeurIPS, New OrleansDec 2023