Hengli Li

PhD student, Institue For Artificial Intelligence, Peking University

Joined

February 2023

Names

Hengli Li (Preferred)

Emails

****@stu.pku.edu.cn (Confirmed)

****@126.com (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Career & Education History

PhD student

Institue For Artificial Intelligence, Peking University (stu.pku.edu.cn)

2024 – 2029

Undergrad student

Yuanpei College, Peking University (stu.pku.edu.cn)

2020 – 2024

Advisors, Relations & Conflicts

PhD Advisor

Song-Chun Zhu

2024 – 2029

PhD Advisor

Zilong Zheng

2024 – 2029

PhD Advisor

Ying Nian Wu

2024 – 2029

Expertise

Statistical Modeling

2023 – Present

Pragmatics

2021 – Present

Publications

MILR: Improving Multimodal Image Generation via Test-Time Latent Reasoning
Yapeng Mi, Yanpeng Zhao, Hengli Li, Chenxi Li, Huimin Wu, Xiaojian Ma, Song-Chun Zhu, Ying Nian Wu, Qing Li
- LIT Workshop @ ICLR 2026
- Readers: Everyone
Belief Estimation as Probabilistic Constraints for Performing Strategic Dialogue Acts
Hengli Li, Zhaoxin Yu, Qi Shen, Chenxi Li, Mengmeng Wang, Tinglang Wu, Yipeng Kang, Yuxuan Wang, Song-Chun Zhu, Zixia Jia, Zilong Zheng
- ICLR 2026 Workshop AIMS
- Readers: Everyone
FlowRL: Matching Reward Distributions for LLM Reasoning
Xuekai Zhu, Daixuan Cheng, Dinghuai Zhang, Hengli Li, Kaiyan Zhang, Che Jiang, Youbang Sun, Ermo Hua, Yuxin Zuo, Xingtai Lv, Qizheng Zhang, Lin Chen, Fanghao Shao, Bo Xue, Yunchong Song, Zhenjie Yang, Ganqu Cui, Ning Ding, Jianfeng Gao, Xiaodong Liu et al. (3 additional authors not shown)
- ICLR 2026 Poster
- Readers: Everyone
Continuous-Time Discrete Markov Bridge
Hengli Li, Yuxuan Wang, Song-Chun Zhu, Ying Nian Wu, Zilong Zheng
- Submitted to ICLR 2026
- Readers: Everyone
Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space
Hengli Li, Chenxi Li, Tong Wu, Xuekai Zhu, Yuxuan Wang, Zhaoxin Yu, Eric Hanchen Jiang, Song-Chun Zhu, Zixia Jia, Ying Nian Wu, Zilong Zheng
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Learning to Rank Chain-of-Thought: Using a Small Model
Eric Hanchen Jiang, Haozheng Luo, Shengyuan Pang, Xiaomin Li, Zhenting Qi, Hengli Li, Cheng-Fu Yang, Zongyu Lin, Xinfeng Li, Hao Xu, Kai-Wei Chang, Ying Nian Wu
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
v-HUB: A Visual-Centric Humor Understanding Benchmark for Video LLMs
Zhengpeng Shi, Hengli Li, Yanpeng Zhao, Jianqun Zhou, Yuxuan Wang, Qinrong Cui, Wei Bi, Song-Chun Zhu, Bo Zhao, Zilong Zheng
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
MILR: Improving Multimodal Image Generation via Test-Time Latent Reasoning
Yapeng Mi, Yanpeng Zhao, Hengli Li, Chenxi Li, Huimin Wu, Xiaojian Ma, Song-Chun Zhu, Ying Nian Wu, Qing Li
- ICLR 2026 Poster
- Readers: Everyone
How to Synthesize Text Data without Model Collapse?
Xuekai Zhu, Daixuan Cheng, Hengli Li, Kaiyan Zhang, Ermo Hua, Xingtai Lv, Ning Ding, Zhouhan Lin, Zilong Zheng, Bowen Zhou
- ICML 2025 poster
- Readers: Everyone
Causal Graph Guided Steering of LLM Values via Prompts and Sparse Autoencoders
Yipeng Kang, Junqi Wang, Yexin Li, Fangwei Zhong, Xue Feng, Mengmeng Wang, Wenming Tu, Quansen Wang, Hengli Li, Zilong Zheng
- CoRR 2025
- Readers: Everyone

View all 16 publications

Co-Authors

View all 62 co-authors