๐ Biography
Hi there! My name is Ye Huang (้ป็จ). I am a first-year Masterโs student at Peking University, supervised by Prof. Daquan Zhou, and a member of DAGroup. Previously, I received my bachelorโs degree in Computer Science from Sun Yat-sen University in 2026, where I was advised by Prof. Jiangsu Du.
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 huangye26[at]stu.pku.edu.cn.
๐ฅ News
- 2026.09: ย ๐ One paper (DC-SAE) accepted by NeurIPS 26!
- 2026.01: ย ๐ One paper accepted by ICLR 26!
- 2025.10: ย ๐ I was awarded the National Scholarship for the third time!
- 2025.08: ย ๐ One paper accepted by ICCD 25!
- 2024.11: ย ๐ฅ Our team won the 2nd Place at SCโ24 IndySCC!
- 2024.05: ย ๐ Our team won the Champion at ISCโ24 Student Cluster Competition! (news)
๐ Publications
* indicates equal contribution.
DC-SAE: Deep Compression Semantic Autoencoder for Faster Diffusion Convergence
Xu Huang*, Ye Huang*, Zijun Liao*, Yuwei Niu, Xiaojie Li, Menghan Zhou, De Wen Soh, Xiaotong Li, Daquan Zhou
The Fortieth Annual Conference on Neural Information Processing Systems (NeurIPS 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)
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)
๐ Honors and Awards
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๐ฅ First Prize (6/300), 2025 ASC Student Supercomputer Challenge (ASC25) May 2025
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๐ Champion, ISCโ24 Student Cluster Competition (online) - May 2024
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๐ฅ 2nd Place, SCโ24 IndySCC - November 2024
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๐ National Scholarship x3 (Top 0.2% nationwide in China, Top 1% at Sun Yat-sen University) - 2022, 2023 & 2024
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๐ CCF Elite Collegiate Award (Only 101 Undergrads in China, 4 at Sun Yat-sen University) - October 2024
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๐ฅ 3rd Place, GuangDong Collegiate Programming Contest (GDCPC) - May 2023
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๐ Champion x2, Priority Research Application Contest: Graph Neural Network Inference Optimization & Convolution Operator Optimization - December 2023