Long Ma

PhD student, Peking University

Joined

May 2022

Names

Long Ma (Preferred)

Emails

****@pku.edu.cn (Confirmed)

Personal Links

Career & Education History

PhD student

Peking University (pku.edu.cn)

2021 – Present

Undergrad student

Peking University (pku.edu.cn)

2017 – 2021

Advisors, Relations & Conflicts

PhD Advisor

2020 – Present

Expertise

reinforcement learning

2020 – Present

Publications

Sculptor: Empowering LLMs with Cognitive Agency via Active Context Management
Mo Li, L.H. Xu, Qitai Tan, Long Ma, Flood Sung, Ting Cao, Yunxin Liu
- ICLR 2026 Poster
- Readers: Everyone
Social World Model-Augmented Mechanism Design Policy Learning
Xiaoyuan Zhang, Yizhe Huang, Chengdong Ma, Zhixun Chen, Long Ma, Yali Du, Song-Chun Zhu, Yaodong Yang, Xue Feng
- NeurIPS 2025 poster
- Readers: Everyone
Reinforced Context Order Recovery for Adaptive Reasoning and Planning
Long Ma, Fangwei Zhong, Yizhou Wang
- NeurIPS 2025 poster
- Readers: Everyone
Behavior-agnostic Task Inference for Robust Offline In-context Reinforcement Learning
Long Ma, Fangwei Zhong, Yizhou Wang
- ICML 2025 poster
- Readers: Everyone
Simulating Human-like Daily Activities with Desire-driven Autonomy
Yiding Wang, Yuxuan Chen, Fangwei Zhong, Long Ma, Yizhou Wang
- ICLR 2025 Poster
- Readers: Everyone
Fast Peer Adaptation with Context-aware Exploration
Long Ma, Yuanfei Wang, Fangwei Zhong, Song-Chun Zhu, Yizhou Wang
- ICML 2024 Poster
- Readers: Everyone
Learning to Explore with In-Context Policy for Fast Peer Adaptation
Long Ma, Yuanfei Wang, Fangwei Zhong, Song-Chun Zhu, Yizhou Wang
- Submitted to ICLR 2024
- Readers: Everyone

Co-Authors