Pengrui Lu

Undergrad student, Zhiyuan College, Shanghai Jiaotong University

Joined

February 2025

Names

Pengrui Lu (Preferred)

Emails

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

Personal Links

Career & Education History

Undergrad student

Zhiyuan College, Shanghai Jiaotong University (sjtu.edu.cn)

2022 – 2026

Advisors, Relations & Conflicts

Coauthor

Shiqi Zhang

Present

Coauthor

Ruiming Chen

Present

Expertise

Multimodal Machine Learning

Present

Publications

AlphaEval: Evaluating Agents in Production
Pengrui Lu, Bingyu Xu, Wenjun Zhang, Shengjia Hua, Xuanjian Gao, Ranxiang Ge, Lyumanshan Ye, Linxuan Wu, Yiran Li, Junfei Fish Yu, Yibo Zhang, Ruixin Li, Manxiang Li, Xiao Han, Xiaocong Zhou, Guangyao Chi, Zisheng Chen, Kaishen Chen, Kun Wang, Qihua Xu et al. (7 additional authors not shown)
- CoRR 2026
- Readers: Everyone
Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks
Tianze Xu, Yanzhao Zheng, Pengrui Lu, Lyumanshan Ye, Yong Wu, ZhenTao Zhang, YuanQiang Yu, Chao Ma, JiHuai Zhu, Pengfei Liu, Baohua Dong, Hangcheng Zhu, Ruohui Huang, Gang Yu
- CoRR 2026
- Readers: Everyone
daVinci-LLM:Towards the Science of Pretraining
Yiwei Qin, Yixiu Liu, Tiantian Mi, Muhang Xie, Zhen Huang, Weiye Si, Pengrui Lu, Siyuan Feng, Xia Wu, Liming Liu, Ye Luo, Jinlong Hou, Qipeng Guo, Yu Qiao, Pengfei Liu
- CoRR 2026
- Readers: Everyone
ProjDevBench: Benchmarking AI Coding Agents on End-to-End Project Development
Pengrui Lu, Shiqi Zhang, Yunzhong Hou, Lyumanshan Ye, Chaoyi Huang, Zixi Chen, Ji Zeng, Hantao Jiang, Pengfei Liu, Yiwei Wang, Ming-Hsuan Yang
- CoRR 2026
- Readers: Everyone
Interaction as Intelligence: A Transparent, Fine-Grained Multi-Agent Deep Research System for Human-Agent Collaboration
Lyumanshan Ye, Xiaojie Cai, Xinkai Wang, Junfei Wang, Yuxiang Zheng, Xiangkun Hu, Tianze Xu, Dayuan Fu, Pengrui Lu, Yang Nan, Jiadi Su, Yunze Wu, Pengfei Liu
- CHI Extended Abstracts 2026
- Readers: Everyone
InnovatorBench: Evaluating Agents' Ability to Conduct Innovative LLM Research
Yunze Wu, Dayuan Fu, Weiye Si, Zhen Huang, Mohan Jiang, Keyu Li, Shijie Xia, Jie Sun, Tianze Xu, Xiangkun Hu, Pengrui Lu, Xiaojie Cai, Lyumanshan Ye, Wenhong Zhu, Yang Xiao, Pengfei Liu
- CoRR 2025
- Readers: Everyone
Interaction as Intelligence Part II: Asynchronous Human-Agent Rollout for Long-Horizon Task Training
Dayuan Fu, Yunze Wu, Xiaojie Cai, Lyumanshan Ye, Shijie Xia, Zhen Huang, Weiye Si, Tianze Xu, Jie Sun, Keyu Li, Mohan Jiang, Junfei Wang, Qishuo Hua, Pengrui Lu, Yang Xiao, Pengfei Liu
- CoRR 2025
- Readers: Everyone
ParaCook: On Time-Efficient Planning for Multi-Agent Systems
Shiqi Zhang, Xinbei Ma, Yunqing Xu, Zouying Cao, Pengrui Lu, Haobo Yuan, Tiancheng Shen, Zhuosheng Zhang, Hai Zhao, Ming-Hsuan Yang
- CoRR 2025
- Readers: Everyone
Deep Cognition: A Multi-Agent Framework for Collaborative Research with Real-Time Cognitive Oversight
Lyumanshan Ye, Xiaojie Cai, Xinkai Wang, Junfei Wang, Xiangkun Hu, Jiadi Su, Yang Nan, Jinbin Luo, Sihan Wang, Xiaoze Fan, Yuxiang Zheng, Bohan Zhang, Tianze Xu, Dayuan Fu, Yunze Wu, Pengrui Lu, Zengzhi Wang, Yiwei Qin, Zhen Huang, Yan Ma et al. (7 additional authors not shown)
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
ResearcherBench: Evaluating Deep AI Research Systems on the Frontiers of AI Research
Tianze Xu, Pengrui Lu, Lyumanshan Ye, Xiangkun Hu, Pengfei Liu
- Submitted to ICLR 2026
- Readers: Everyone

View all 16 publications

Co-Authors

Baohua Dong
Bingyu Xu
Bohan Zhang
Chao Ma
Chaoyi Huang
Danfeng Zhang
Dayuan Fu
Ethan Chern
Fengyue Meng
Gang Yu
Guangyao Chi
Hai Zhao
Hangcheng Zhu
Hantao Jiang
Haobo Yuan
Haoyang Zou
Ji Zeng
JiHuai Zhu
Jiadi Su
Jiajun Li
Jie Sun
Jinbin Luo
Jingru Zhao
Jinlong Hou
Jinxiu Liu

View all 91 co-authors