Hui Liu

Researcher, Amazon

Joined

September 2019

Names

Hui Liu (Preferred)

Emails

****@queensu.ca (Confirmed)

****@amazon.com (Confirmed)

****@gmail.com (Confirmed)

****@microsoft.com (Confirmed)

Personal Links

Career & Education History

Researcher

Amazon (amazon.com)

2023 – Present

PhD student

Queens University (queensu.ca)

2019 – 2023

Undergrad student

Peking University (pku.edu.cn)

2014 – 2018

Advisors, Relations & Conflicts

No relations added

Expertise

Large Language Models

2023 – Present

Low resource language learning

2020 – Present

Dialogue

2019 – Present

Publications

How Do Latent Reasoning Methods Perform Under Weak and Strong Supervision?
Yingqian Cui, Zhenwei Dai, Bing He, Zhan Shi, Hui Liu, Rui Sun, Zhiji Liu, Yue Xing, Jiliang Tang, Benoit Dumoulin
- LIT Workshop @ ICLR 2026
- Readers: Everyone
DiffKGW: Stealthy and Robust Diffusion Model Watermarking
Tianxin Wei, Ruizhong Qiu, Yifan Chen, Yunzhe Qi, Jiacheng Lin, Wenxuan Bao, Wenju Xu, Sreyashi Nag, Ruirui Li, Hanqing Lu, Zhengyang Wang, Chen Luo, Hui Liu, Suhang Wang, Jingrui He, Qi He, Xianfeng Tang
- Accepted by TMLR
- Readers: Everyone
Adaptive Test-Time Reasoning via Reward-Guided Dual-Phase Search
Yingqian Cui, Zhenwei Dai, Pengfei He, Bing He, Hui Liu, Xianfeng Tang, Jingying Zeng, Suhang Wang, Yue Xing, Jiliang Tang, Benoit Dumoulin
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use
Pengfei He, Zhenwei Dai, Bing He, Hui Liu, Xianfeng Tang, Hanqing Lu, Juanhui Li, Jiayuan Ding, Subhabrata Mukherjee, Suhang Wang, Yue Xing, Jiliang Tang, Benoit Dumoulin
- ICLR 2026 Poster
- Readers: Everyone
Moralise: A Structured Benchmark for Moral Alignment in Visual Language Models
Xiao Lin, Zhining Liu, Ze Yang, Gaotang Li, Ruizhong Qiu, Shuke Wang, Hui Liu, Haotian Li, Sumit Keswani, Vishwa Pardeshi, Huijun Zhao, Wei Fan, Hanghang Tong
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
Unlocking the Power of Multi-Agent LLM for Reasoning: From Lazy Agents to Deliberation
Zhiwei Zhang, Xiaomin Li, Yudi Lin, Hui Liu, Ramraj Chandradevan, Linlin Wu, Minhua Lin, Fali Wang, Xianfeng Tang, Qi He, Suhang Wang
- ICLR 2026 Poster
- Readers: Everyone
Agent-REINFORCE: Searching Compute-Optimal Multi-LLM Collaboration Graph for Test-Time Scaling
Fali Wang, Jihai Chen, Shuhua Yang, Runxue Bao, Zhiwei Zhang, Tianxiang Zhao, Hui Liu, Xianfeng Tang, Qi He, Suhang Wang
- Submitted to ICLR 2026
- Readers: Everyone
Bradley-Terry and Multi-Objective Reward Modeling Are Complementary
Zhiwei Zhang, Hui Liu, Xiaomin Li, Zhenwei Dai, Jingying Zeng, Fali Wang, Minhua Lin, Ramraj Chandradevan, Linlin Wu, Zhen Li, Chen Luo, Zongyu Wu, Xianfeng Tang, Qi He, Suhang Wang
- ICLR 2026 Poster
- Readers: Everyone
Seeing but Not Believing: Probing the Disconnect Between Visual Attention and Answer Correctness in VLMs
Zhining Liu, Ziyi Chen, Hui Liu, Chen Luo, Xianfeng Tang, Suhang Wang, Jingying Zeng, Zhenwei Dai, Zhan Shi, Tianxin Wei, Hanqing Lu, Benoit Dumoulin, Hanghang Tong
- ICLR 2026 Poster
- Readers: Everyone
Where in the World? A Vision-Language Benchmark for Probing Model Geolocation Skills Across Scales
Zhaofang Qian, Hardy Chen, Zeyu Wang, Li Zhang, Zijun Wang, Xiaoke Huang, Hui Liu, Xianfeng Tang, Zeyu Zheng, Haoqin Tu, Cihang Xie, Yuyin Zhou
- Submitted to ICLR 2026
- Readers: Everyone

View all 33 publications

Co-Authors

View all 125 co-authors