Yiquan Li

I'm a senior CS major undergraduate at UW, Madison. Before that, I was a CS major undergraduate student at Hong Kong Polytechnic University.

I'm fortunate to be supervised by Prof. Yin Li, Prof. Chaowei Xiao at UW, Madison. I also have the pleasure of collaborating with Yiming Li from New York University and Prof. Xiaolong Wang from UC, San Diego. And I was under the supervision of Prof. Bin Xiao at Hong Kong Polytechnic University.

Email  /  Scholar  /  Github

Research

I am interested in building autonomous models to interact with the physical world and creating interactive systems that enhance daily human life. I am also passionate about trustworthy machine learning and developing reliable systems for human beings.

PAVE: Patching and Adapting Video Large Language Models
Zhuoming Liu, Yiquan Li, Khoi Duc Nguyen, Yiwu Zhong, and Yin Li
CVPR, 2025

A flexible framework for adapting pre-trained Video LLMs to downstream tasks with side-channel signals, such as audio, 3D cues, or multi-view videos

Consistency Purification: Mitigating Diffusion Purification Trade-offs towards Certified Robustness
Yiquan Li*, Zhongzhu Chen*, Kun Jin*, Jiongxiao Wang*, Bo Li, Chaowei Xiao
NeurIPS, 2024

A one-step denoising purficiation method leveraging consistency models.

Mitigating Fine-tuning Jailbreak Attack with Backdoor Enhanced Alignment
Jiongxiao Wang, Jiazhao Li, Yiquan Li, Xiangyu Qi, Muhao Chen, Junjie Hu, Yixuan Li, Bo Li, Chaowei Xiao
NeurIPS, 2024

Defending jaibreak attack through backdoor alignment.

Towards 3D Vision with Low-Cost Single-Photon Cameras
Fangzhou Mu*, Carter Sifferman*, Sacha Jungerman,Yiquan Li*, Zhiyue Han*, Michael Gleicher, Mohit Gupta, Yin Li
CVPR, 2024

A new 3D reconstruction method using low-cost single-photon cameras

Physical-World Optical Adversarial Attacks on 3D Face Recognition
Yanjie Li, Yiquan Li, Xuelong Dai, Songtao Guo, Bin Xiao
CVPR, 2023

A 3D point cloud adversarial attack for face recognization model by structural light.

Awards

Univiersity of Wisconsin, Madison - Dean's list
Hong Kong Polytechnic University - Dean's list
Hong Kong Polythechnic University - undergraduate research scholarship

Thanks to Jon Barron who created the website.