Mingchen Zhuge

*Taken in the KAUST AI Initiative.

Blog

Mingchen Zhuge

Hi, I am Mingchen! I am a PhD candidate with a strong interest in multimodal agents and world models, including their training (especially post-training) and applications. I am fortunate to have Prof. Jürgen Schmidhuber as my advisor. I have 20+ top-tier publications and over 4,000 citations (75% from first-author papers). My work includes early agentic explorations such as MetaGPT GitHub Stars, GPTSwarm GitHub Stars, OpenDevin (aka. OpenHands) GitHub Stars, agent-as-a-judge GitHub Stars, and HGM GitHub Stars. My papers on multimodal agents were accepted as oral presentations at ICLR (<1.2%), ICML (<1.5%), received the Best Paper Award at the NeurIPS Ro-FoMo Workshop, and Outstanding Paper Nomitation at EMNLP 2025. I was nominated for WAIC Future Star Nomination and recognized as an Outstanding Reviewer of CVPR2023 (232 out of 7000+).

📣 I am seeking jobs, and if you are a team lead who is interested, please contact me at mingchen dot zhuge at kaust dot edu dot sa.

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Recent News

2025 Dec 3, Our workshop proposal ICLR 2026 Workshop on AI with Recursive Self-Improvement has been accepted!

2025 Nov 20, Back to the KAUST Campus.

Selected Publications ( Full list)

Human-Level Coding Agent Development by an Approximation of the Optimal Self-Improving Machine
Wenyi Wang, Piotr Piękos, Li Nanbo, Firas Laakom, Yimeng Chen, Mateusz Ostaszewski, Mingchen Zhuge, Jürgen Schmidhuber
Technical Report
[Paper] [机器之心] [Code] GitHub Stars
Agent-as-a-Judge: Evaluate Agents with Agents
Mingchen Zhuge, Changsheng Zhao, Dylan Ashley, Wenyi Wang, Dmitrii Khizbullin, Yunyang Xiong, Zechun Liu, Ernie Chang, Raghuraman Krishnamoorthi, Yuandong Tian, Yangyang Shi, Vikas Chandra, Jürgen Schmidhuber
ICML 2025
[Paper] [Google Agent Whitebook] [Code] GitHub Stars [BibTex] [Tweet1] [Tweet2] [机器之心] [新智元]
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models
Ruibin Xiong, Yimeng Chen, Dmitrii Khizbullin, Mingchen Zhuge, Jürgen Schmidhuber
EMNLP 2025 (Oral, Outstanding Paper Nomination)
[Paper] [Code] GitHub Stars [机器之心]
AFlow: Automating Agentic Workflow Generation
Jiayi Zhang, Jinyu Xiang, Zhaoyang Yu, Fengwei Teng, Xionghui Chen, Jiaqi Chen, Mingchen Zhuge, Xin Cheng, Sirui Hong, Jinlin Wang, Bingnan Zheng, Bang Liu, Yuyu Luo, Chenglin Wu
ICLR 2025 (Oral)
[Code] GitHub Stars [机器之心]
OpenHands: An Open Platform for AI Software Developers as Generalist Agents
OpenHands Open-sourced Community (Lead general agent in the paper)
ICLR 2025
[Paper] [Code] GitHub Stars [BibTex] [机器之心]
GPTSwarm: Language Agents as Optimizable Graphs
Mingchen Zhuge, Wenyi Wang, Louis Kirsch, Francesco Faccio, Dmitrii Khizbullin and Jürgen Schmidhuber
ICML 2024 (Oral)
[Paper] [Code] GitHub Stars [BibTex] [MIT Tech Review Interview] [将门创投]
MetaGPT: Meta Programming For A Multi-Agent Collaborative Framework
Sirui Hong∗, Mingchen Zhuge∗, Jonathan Chen, Xiawu Zheng, Yuheng Cheng, Ceyao Zhang, Jinlin Wang, Zili Wang, Steven Ka Shing Yau, Zijuan Lin, Liyang Zhou, Chenyu Ran, Lingfeng Xiao, Chenglin Wu†, Jürgen Schmidhuber
ICLR 2024 (Oral)
[Paper] [Code] GitHub Stars [BibTex] [量子位]
Mindstorms in Natural Language-Based Societies of Mind
Mingchen Zhuge*, Haozhe Liu*, Francesco Faccio*, Dylan R. Ashley*, Róbert Csordás, Anand Gopalakrishnan, Abdullah Hamdi, Hasan Abed Al Kader Hammoud, Vincent Herrmann, Kazuki Irie, Louis Kirsch, Bing Li, Guohao Li, Shuming Liu, Jinjie Mai, Piotr Piękos, Aditya Ramesh, Imanol Schlag, Weimin Shi, Aleksandar Stanić, Wenyi Wang, Yuhui Wang, Mengmeng Xu, Deng-Ping Fan, Bernard Ghanem, Jü̈rgen Schmidhuber
NeurIPS Ro-FoMo 2023 (Oral, Best Paper Award); CVM Journal
[Paper] [Code] GitHub Stars [BibTex] [Poster] [Award]
Salient Object Detection via Integrity Learning
Mingchen Zhuge*, Deng-Ping Fan*, Nian Liu, Dingwen Zhang, Dong Xu, Ling Shao
TPAMI 2022
[Paper] [Code] GitHub Stars [BibTex]
Kaleido-BERT: Vision-Language Pre-training on Fashion Domain
Mingchen Zhuge*, Dehong Gao*, Deng-Ping Fan†, Linbo Jin, Ben Chen, Haoming Zhou, Minghui Qiu, Ling Shao
CVPR 2021
[Paper] [Code] GitHub Stars [BibTex] [机器之心]

Articles/News

MIT Technology Review
Jürgen Schmidhuber's team presents new research: Using graph structures to build agents, advancing AI agent development
Read Article
Synced (机器之心)
Raising the bar! Evaluating agents with agents, Meta releases Agent-as-a-Judge
Read Article
AI Era (新智元)
Yuandong Tian's team introduces Agent-as-a-Judge! AI agents self-evaluation reduces costs by 97%
Read Article

Selected Awards