Rui Lu

PhD student, Department of Automation, Tsinghua University

Joined

August 2019

Names

Rui Lu (Preferred)

Emails

****@gmail.com (Confirmed)

****@mails.tsinghua.edu.cn (Confirmed)

Personal Links

Google Scholar

Career & Education History

PhD student

Department of Automation, Tsinghua University (tsinghua.edu.cn)

2021 – Present

Advisors, Relations & Conflicts

PhD Advisor

Gao Huang

2021 – Present

Expertise

Deep Learning Theory

2023 – Present

Reinforcement Learning

2021 – Present

Machine Learning

2021 – Present

Publications

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Shenzhi Wang, Le Yu, Chang Gao, Chujie Zheng, Shixuan Liu, Rui Lu, Kai Dang, Xiong-Hui Chen, Jianxin Yang, Zhenru Zhang, Yuqiong Liu, An Yang, Andrew Zhao, Yang Yue, Shiji Song, Bowen Yu, Gao Huang, Junyang Lin
- NeurIPS 2025 poster
- Readers: Everyone
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Yang Yue, Zhiqi Chen, Rui Lu, Andrew Zhao, Zhaokai Wang, Yang Yue, Shiji Song, Gao Huang
- NeurIPS 2025 oral
- Readers: Everyone
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
Yang Yue, Zhiqi Chen, Rui Lu, Andrew Zhao, Zhaokai Wang, Yang Yue, Shiji Song, Gao Huang
- AI4Math@ICML25 Oral
- Readers: Everyone
How Far Is Video Generation from World Model: A Physical Law Perspective
Bingyi Kang, Yang Yue, Rui Lu, Zhijie Lin, Yang Zhao, Kaixin Wang, Gao Huang, Jiashi Feng
- ICML 2025 poster
- Readers: Everyone
Towards Understanding Text Hallucination of Diffusion Models via Local Generation Bias
Rui Lu, Runzhe Wang, Kaifeng Lyu, Xitai Jiang, Gao Huang, Mengdi Wang
- ICLR 2025 Poster
- Readers: Everyone
How Far Is Video Generation from World Model: A Physical Law Perspective
Bingyi Kang, Yang Yue, Rui Lu, Zhijie Lin, Yang Zhao, Kaixin Wang, Gao Huang, Jiashi Feng
- Submitted to ICLR 2025
- Readers: Everyone
Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL
Yang Yue, Rui Lu, Bingyi Kang, Shiji Song, Gao Huang
- NeurIPS 2023 poster
- Readers: Everyone
Provable General Function Class Representation Learning in Multitask Bandits and MDP
Rui Lu, Andrew Zhao, Simon Shaolei Du, Gao Huang
- Published: 31 Oct 2022, Last Modified: 12 Jan 2023
- NeurIPS 2022 Accept
- Readers: Everyone

Co-Authors

View all 29 co-authors