Zhi-Ming Ma

Full Professor, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Chinese Academy of Sciences

Joined

July 2019

Names

Zhi-Ming Ma (Preferred)

Emails

****@amt.ac.cn (Confirmed)

****@163.com (Confirmed)

Personal Links

Homepage

Career & Education History

Full Professor

Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Chinese Academy of Sciences (amss.ac.cn)

1981 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture
Shuchen Xue, Tianyu Xie, Tianyang Hu, Zijin Feng, Jiacheng Sun, Kenji Kawaguchi, Zhenguo Li, Zhi-Ming Ma
- Submitted to ICLR 2026
- Readers: Everyone
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models
Shuchen Xue, Chongjian GE, Shilong Zhang, Yichen Li, Zhi-Ming Ma
- Submitted to ICLR 2026
- Readers: Everyone
RealPDEBench: A Benchmark for Complex Physical Systems with Real-World Data
Peiyan Hu, Haodong Feng, Hongyuan Liu, Tongtong Yan, Wenhao Deng, Tianrun Gao, Rong Zheng, Haoren Zheng, Chenglei Yu, Chuanrui Wang, Kaiwen Li, Zhi-Ming Ma, Dezhi Zhou, Xingcai Lu, Dixia Fan, Tailin Wu
- ICLR 2026 Oral
- Readers: Everyone
On the Design of One-step Diffusion via Shortcutting Flow Paths
Haitao Lin, Peiyan Hu, Minsi Ren, Zhifeng Gao, Zhi-Ming Ma, Guolin Ke, Tailin Wu, Stan Z. Li
- ICLR 2026 Poster
- Readers: Everyone
Any-Order GPT as Masked Diffusion Model: Decoupling Formulation and Architecture
Shuchen Xue, Tianyu Xie, Tianyang Hu, Zijin Feng, Jiacheng Sun, Kenji Kawaguchi, Zhenguo Li, Zhi-Ming Ma
- ES-FoMo III Oral
- Readers: Everyone
Revisiting Sampling Strategies for Molecular Generation
Yuyan Ni, Shikun Feng, Wei-Ying Ma, Zhi-Ming Ma, Yanyan Lan
- GenBio 2025 Poster
- Readers: Everyone
Straight-Line Diffusion Model for Efficient 3D Molecular Generation
Yuyan Ni, Shikun Feng, Haohan Chi, Bowen Zheng, Huan-ang Gao, Wei-Ying Ma, Zhi-Ming Ma, Yanyan Lan
- GenBio 2025 Poster
- Readers: Everyone
Straight-Line Diffusion Model for Efficient 3D Molecular Generation
Yuyan Ni, Shikun Feng, Haohan Chi, Bowen Zheng, Huan-ang Gao, Wei-Ying Ma, Zhi-Ming Ma, Yanyan Lan
- NeurIPS 2025 poster
- Readers: Everyone
Reveal the Mystery of DPO: The Connection between DPO and RL Algorithms
Xuerui Su, Yue Wang, Jinhua Zhu, Mingyang Yi, Feng Xu, Zhi-Ming Ma, Yuting Liu
- Reasoning and Planning for LLMs @ ICLR2025
- Readers: Everyone
From Uncertain to Safe: Conformal Adaptation of Diffusion Models for Safe PDE Control
Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu
- ICML 2025 poster
- Readers: Everyone

View all 47 publications

Co-Authors

View all 127 co-authors