๐Ÿ‘‹ About Me

Hello! My name is Xuyan Ye. I am a fourth-year undergraduate student majoring in AI at the Gaoling School of Artificial Intelligence, Renmin University of China, advised by Prof. Yankai Lin at RUCBM. I will join the Department of Computer Science and Engineering (CSE), Hong Kong University of Science and Technology (HKUST) as a Ph.D. student, advised by Prof. Song Guo. I am currently an LLM Research Intern at Ant Group, advised by Wei Wu, working on Agentic RL and LLM Reasoning.

I have also collaborated with Prof. Jiaxuan You and Prof. Heng Ji at UIUC. Previously, I spent a wonderful summer at BREATHE-AI, Nanyang Technological University, Singapore, conducting research under the guidance of Prof. Wei Lu.

My research interests include LLM Reasoning, Fine-Grained Agent Evaluation, and Process Supervision in Agentic RL.

I warmly welcome academic discussions and research collaborations of all kinds, and would be delighted to connect. Please feel free to email me at xuyan923r@gmail.com.

๐Ÿ”ฅ News

  • 2026.09: ย ๐Ÿ‘ The Many Faces of On-Policy Distillation has been accepted to NeurIPS 2026! Looking forward to meeting you in Sydney!
  • 2026.08: ย ๐ŸŽ‰ AgentDebugX has been accepted to the EMNLP 2026 Demo Track! Huge thanks to all my collaborators for making this possible!
  • 2026.07: ย ๐Ÿ‡ธ๐Ÿ‡ฌ Iโ€™m delighted to join the BREATHE AI at Nanyang Technological University as a summer research intern. Iโ€™m grateful to Prof. Lu for this opportunity and his guidance, and I look forward to the next three months in Singapore.
  • 2026.05: ย ๐ŸŽ‰ I am delighted to share that AgentProcessBench has been accepted to the KDD 2026 Datasets and Benchmarks Track!
  • 2026.02: ย ๐Ÿ’ป Iโ€™m excited to share that Iโ€™ve started collaborating closely with U-Lab, UIUC! Deeply grateful to Prof. Jiaxuan You and the PhD mentors in the group for their invaluable guidance and support.
  • 2026.01: ย ๐Ÿ“‘ My first project, DARC, which I co-authored as a coโ€“first author, is now available on arXiv! Huge thanks to Senior Fan and Prof. Lin for their guidance and support. I hope more people will check out DARCโ€”if you have any ideas about self-evolving agents, feel free to reach out and chat!
  • 2025.09: ย ๐Ÿ’ป I started my research internship at RUCBM! Many thanks to Professor Yankai Lin and the senior students at RUCBM for their guidance and support!
  • 2025.05: ย ๐ŸŽ‰ I transferred from the School of Finance at Renmin University of China to the Gaoling School of Artificial Intelligence, and Iโ€™m really looking forward to studying at GSAI over the next two years!
  • 2025.01: ย ๐Ÿ‡บ๐Ÿ‡ธ I began my three-month exchange at the University of California, Davis, and I am truly grateful to Renmin University of China for this valuable opportunity, as well as to the warm and welcoming faculty and students at UC Davis.

๐Ÿ“ Preprints and Publications

NeurIPS 2026
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The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes

Siqi Zhu, Xuyan Ye*, Hongyu Lu*, Weiye Shi, Ge Liuโ€ 

* Equal contribution. โ€  Corresponding author.

๐ŸŒ Homepage

๐Ÿ““ arXiv

๐Ÿค— Huggingface

๐Ÿ’ป Github

Preprint
sym

DARC: Decoupled Asymmetric Reasoning Curriculum for LLM Evolution

Shengda Fan*, Xuyan Ye*, Yankai Linโ€ 
* Equal contribution. โ€  Corresponding author.

๐Ÿ““ arXiv

๐Ÿค— Huggingface

๐Ÿ’ป Github

KDD D&B Track 2026
sym

AgentProcessBench: Diagnosing Step-Level Process Quality in Tool-Using Agents

Shengda Fan*, Xuyan Ye*, Yupeng Huo, Zhiyuan Chen, Yiju Guo, Shenzhi Yang, Wenkai Yang, Shuqi Ye, Jingwen Chen, Haotian Chen, Xin Cong, Yankai Linโ€ 
* Equal contribution. โ€  Corresponding author.

๐ŸŒ Homepage

๐Ÿ““ arXiv

๐Ÿค— Huggingface

๐Ÿ’ป Github

Preprint
CoPE joint training of acting and forecasting

Co-Evolving Acting and Forecasting for Language Agents

Haofei Yu*, Yixing Chen*, Yining Zhao, Xuyan Ye, Yuxiang Liu, Zhigang Hua, Yan Xie, Shuang Yang, Jiaxuan You

* Equal contribution.

๐Ÿ““ arXiv

๐Ÿ’ป Github

Under Review
DeltaTTG progress meter training and credit assignment

DeltaTTG: Training Multi-Turn Agents with a Token-to-Go Progress Meter

Xuyan Ye*, Xiyan Fu*, Shengda Fan*, Jiawei Cui, Yankai Lin, Wei Luโ€ 

* Equal contribution. โ€  Corresponding author.

๐Ÿ““ arXiv

๐Ÿค— Huggingface

๐Ÿ’ป Github

Preprint
Agent Error Dataset overview

Agent Error Dataset: Scaling 50,000 Error-Diagnosis Pairs for Failure Analysis and Error-Aware Post-Training

Kunlun Zhu, Xuyan Ye, Yibo Li, Cheng Qian, Beibin Li, Heng Jiโ€ 

โ€  Corresponding author.

๐Ÿ““ arXiv

๐Ÿค— Huggingface

EMNLP Demo Track 2026
sym

AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents

Kunlun Zhu*, Xuyan Ye*, Zhiguang Han*, Yuchen Zhao, Bingxuan Li, Weijia Zhang, Muxin Tian, Xiangru Tang, Pan Lu, James Zhou, Jiaxuan You, Heng Ji

* Equal contribution. โ€  Corresponding author.

๐ŸŒ Homepage

๐Ÿ““ arXiv

๐Ÿค— Huggingface

๐Ÿ’ป Github

๐Ÿ“– Educations

  • 2023.09 - 2027.06 (expected): Undergraduate student at the Gaoling School of Artificial Intelligence, Renmin University of China, Beijing.
  • 2025.01 - 2025.03: Exchange student at the University of California, Davis, USA.

๐Ÿ’ป Internships

  • 2026.09 - Present: LLM Research Intern, Ant Group, Beijing.
  • 2025.09 - 2025.11: LLM Application Intern, Content Quality and Data Service Platform, ByteDance.
  • 2025.05 - 2025.08: AI Product Manager Intern, Large Language Model Division, Tencent.

๐ŸŽ– Honors and Awards

  • 2026.05 Beijing Natural Science Foundation Undergraduate โ€œQiyanโ€ Project (ๅฏ็ ”่ฎกๅˆ’), RMB 50,000.
  • 2025.10 Renmin University of China Academic Excellence Scholarship, RMB 40,000.
  • 2025.04 Renmin University of China Presidential Scholarship.

๐Ÿ™ Acknowledgements

Beyond my heartfelt thanks to the professors mentioned above for their guidance and support, I would also like to thank the senior peers and friends who have helped me along the way.

Senior Peers

Shengda Fan โ€” Ph.D. student in Artificial Intelligence at Renmin Univ.

Kunlun Zhu โ€” Ph.D. student in Computer Science at UIUC.

Haofei Yu โ€” Ph.D. student in Computer Science at UIUC.

Ao Qu โ€” Ph.D. student in Computer Science at MIT.

Friends

Yuhan Liu โ€” Postdoctoral Research Fellow at MBZUAI.

Shengxuan Qiu โ€” Undergraduate at Peking University.

Qiuyang Li โ€” Undergraduate at Renmin Univ.