Yushi Feng

Yushi Feng

PhD Student

Division of AI & Data Science

School of Computing & Data Science

The University of Hong Kong

About

I am a PhD student at The University of Hong Kong, advised by Prof. Lequan Yu. Before that, I received my BSc from HKU in 2024.

Current Research Interests:

News

Selected Publications []

* indicates equal contribution; † indicates corresponding authorship.

Open-AoE: Open-Source Egocentric Data and Toolchain for Embodied AI

Ant Group, ZJU, HKU, and others. Yushi Feng* is among the equal contributors.

Technical Report, 2026. [arXiv] [GitHub] [Dataset] [Hugging Face]

PASS: Probabilistic Agentic Supernet Sampling for Interpretable and Adaptive Chest X-Ray Reasoning

Yushi Feng, Junye Du, Yingying Hong, Qifan Wang, Lequan Yu†.

AAAI 2026 (Oral, top 4.5%).

IPAD: Inverse Prompt for AI Detection - A Robust and Interpretable LLM-Generated Text Detector

Zheng Chen*, Yushi Feng*, Jisheng Dang, Yue Deng, Changyang He, Hongxi Pu, Haoxuan Li†, Bo Li†.

NeurIPS 2025 (Main Track); and ACL 2025 KnowFM Workshop (Full Paper).

Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs

Yushi Feng*, Tsai Hor Chan*, Guosheng Yin, Lequan Yu†.

Neural Networks, 2025.

Dental-TriageBench: Benchmarking Multimodal Reasoning for Hierarchical Dental Triage

Ziyi He*, Yushi Feng*, Shuangyu Yang, Yinghao Zhu, Xichen Zhang, Tai Pak Chuen Patrick, Lo Hei Yuet, Songying Wu, Weifa Yang†, Lequan Yu†.

EMNLP 2026 (Main Conference). [arXiv]

CORA: Conformal Risk-Controlled Agents for Safeguarded Mobile GUI Automation

Yushi Feng, Junye Du, Qifan Wang, Zizhan Ma, Qian Niu, Yutaka Matsuo, Long Feng, Lequan Yu†.

Preprint, 2026.

ProActIS: Boosting LLMs' Proactive Information Seeking in Dynamic Clinical Workflows with a Lightweight Exam Proposer

Ruiyang Zhang, Yushi Feng, Liang Peng, Lequan Yu†.

EMNLP 2026 Findings.

MedDocBench: Benchmarking Vision-Language Models for Reliable Structured Extraction from Real-World Clinical Forms

Qijia Tian*, Yushi Feng*, Shuangyu Yang, Weifa Yang†, Lequan Yu†.

ICML 2026 SD4H Workshop.

FedFrozen: Two-Stage Federated Optimization via Attention Kernel Freezing

Junye Du*, Zhenghao Li*, Yushi Feng, Long Feng†.

Preprint, 2026.

A Dynamic Agent Framework for Large Language Model Reasoning for Medical and Visual Question Answering

Ziyan Xiao, Ruiyang Zhang, Yushi Feng, Lingting Zhu, Liang Peng, Lequan Yu†.

ICCV 2025 CVAMD Workshop (Full Paper, Oral).

Awards & Honors

Professional Activities