About

I am a first-year Ph.D. student in the NLP Group at The Hong Kong Polytechnic University, supervised by Prof. Wenjie Li and Prof. Yongqi Li, and closely collaborating with Prof. Wenjie Wang from the University of Science and Technology of China.

Before joining PolyU, I earned my Master’s degree from the NExT++ Research Center at the National University of Singapore in 2025, supervised by Prof. Tat-Seng Chua. I received my Bachelor’s degree from the Institute of Artificial Intelligence at Beihang University in 2023.

My research interests include LLM for Search, Multimodal Learning, and Language Agents.

I am always happy to connect with people working on related topics.

News

Apr2026
One paper is accepted by ACL 2026, congrats to my collaborators!
Apr2026
One paper is accepted by SIGIR 2026, see you in Melbourne!
Mar2026
We have open-sourced PalmClaw, the OpenClaw on your phone.
Nov2025
I will join as a Ph.D. student!
Apr2025
Two papers are accepted by SIGIR 2025!
Jan2025
One paper is accepted by WWW 2025 as an Oral Presentation!
Oct2023
I joined as a research assistant.
Sep2023
One paper is accepted by Advanced Intelligent Systems.
Oct2021
I joined Biomechanics and Soft Robotics Lab as a research assistant.

Publications

Meta Reward Modeling teaser
SIGIR 2026

One Adapts to Any: Meta Reward Modeling for Personalized LLM Alignment

Hongru Cai, Yongqi Li, Tiezheng Yu, Fengbin Zhu, Wenjie Wang, Fuli Feng, Wenjie Li.

Agent-as-a-Judge teaser
arXiv 2026

A Survey on Agent-as-a-Judge

Runyang You*, Hongru Cai*, Caiqi Zhang, Qiancheng Xu, Meng Liu, Tiezheng Yu, Yongqi Li, Wenjie Li.

SLGR teaser
SIGIR 2025

Exploring Training and Inference Scaling Laws in Generative Retrieval

Hongru Cai, Yongqi Li, Ruifeng Yuan, Wenjie Wang, Zhen Zhang, Wenjie Li, Tat-Seng Chua.

PersonalWAB teaser
WWW 2025 Oral Presentation

Large Language Models Empowered Personalized Web Agents

Hongru Cai, Yongqi Li, Wenjie Wang, Fengbin Zhu, Xiaoyu Shen, Wenjie Li, Tat-Seng Chua.

AVG teaser
SIGIR 2025

Revolutionizing Text-to-Image Retrieval as Autoregressive Token-to-Voken Generation

Yongqi Li, Hongru Cai, Wenjie Wang, Leigang Qu, Yinwei Wei, Wenjie Li, Liqiang Nie, Tat-Seng Chua.

Experiences

Services

Reviewer
SIGIR 2024-2026, WWW 2025-2026, ACL 2026, EMNLP 2025, COLING 2025
PC Member
WWW 2024 - The 2nd Workshop on Recommendation with Generative Models

Awards

Nov2022
Excellent Conclusion of National College Students Innovation and Entrepreneurship Project, Beijing
May2022
Top Twelve Universities Joint Mechanical Engineering Academic Forum: Best Popularity Report, Beijing