📖 Biography

Hi there! My name is Ye Huang (黄烨). I am a fourth-year undergraduate student majoring in Computer Science at Sun Yat-sen University, under the supervision of Prof. Jiangsu Du. I am expected to enroll at Peking University in Fall 2026, supervised by Prof. Daquan Zhou. I am currently a member of DAGroup.

My research interests focus on Efficient Gen AI and MLSys. Visit my google scholar profile for most recent publications. For any suggestions or collaborations, please reach out to me at huangy783[at]mail2.sysu.edu.cn.

🔥 News

2026.01: 🎉 One paper accepted by ICLR 26!
2025.10: 🎓 I was awarded the National Scholarship for the third time!
2025.08: 🎉 One paper accepted by ICCD 25!
2024.11: 🥈 Our team won the 2nd Place at SC’24 IndySCC!
2024.05: 🏆 Our team won the Champion at ISC’24 Student Cluster Competition!

📝 Publications

* indicates equal contribution.

ICLR 2026

MHLA: Restoring Expressivity of Linear Attention via Token-Level Multi-Head

Kewei Zhang*, Ye Huang*, Yufan Deng, Jincheng Yu, Junsong Chen, Huan Ling, Enze Xie, Daquan Zhou

The Fourteenth International Conference on Learning Representations (ICLR 2026)

ICCD 2025

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism

Jinhui Wei*, Ye Huang*, Yuhui Zhou, Jiazhi Jiang, Jiangsu Du, Yutong Lu

The 43rd IEEE International Conference on Computer Design (ICCD 2025)

🎖 Honors and Awards

🥇 First Prize (6/300), 2025 ASC Student Supercomputer Challenge (ASC25) May 2025
🏆 Champion, ISC’24 Student Cluster Competition (online) - May 2024
🥈 2nd Place, SC’24 IndySCC - November 2024
🎓 National Scholarship x3 (Top 0.2% nationwide in China, Top 1% at Sun Yat-sen University) - 2022, 2023 & 2024
🌟 CCF Elite Collegiate Award (Only 101 Undergrads in China, 4 at Sun Yat-sen University) - October 2024
🥉 3rd Place, GuangDong Collegiate Programming Contest (GDCPC) - May 2023
🏆 Champion x2, Priority Research Application Contest: Graph Neural Network Inference Optimization & Convolution Operator Optimization - December 2023