I am a 1st-year Ph.D. student at the Hong Kong University of Science and Technology (HKUST), supervised by Prof. Jun Zhang. I received my B.E. degree from Beihang University. I also work as a research intern at SenseTime Research, closely with Dr. Ruihao Gong. Previously, I have interned at Microsoft Research Asia and SenseTime Research. My research interest focuses on efficient vision and language generative models.
🔥 News
- 2025.06: 🎉🎉 Our Temporal Feature Matters is accepted to TPAMI.
- 2025.05: 🎉🎉 Our HarmoniCa is accepted to ICML.
- 2024.10: 🎉🎉 Our LLMC is accepted to EMNLP Industry Track.
- 2024.07: 🎉🎉 Our PTSBench is accepted to ACM MM.
- 2024.02: 🎉🎉 Our TFMQ-DM is accepted to CVPR as a Highlight Poster (Top $2.8\%$).
📝 Publications
(* indicates equal contribution, 📧 indicates corresponding author.)

QVGen: Pushing the Limit of Quantized Video Generative Models
Yushi Huang, Ruihao Gong📧, Jing Liu, Yifu Ding, Chengtao Lv, Haotong Qin, Jun Zhang📧

Yushi Huang*, Zining Wang*, Ruihao Gong📧, Jing Liu, Xinjie Zhang, Jinyang Guo, Xianglong Liu, Jun Zhang📧

Temporal Feature Matters: A Framework for Diffusion Model Quantization
Yushi Huang, Ruihao Gong, Xianglong Liu📧, Jing Liu, Yuhang Li, Jiwen Lu, Dacheng Tao

LLMC: Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit
Ruihao Gong*, Yang Yong*, Shiqiao Gu*, Yushi Huang*, Chengtao Lv, Yunchen Zhang, Dacheng Tao, Xianglong Liu📧

PTSBench: A Comprehensive Post-Training Sparsity Benchmark
Towards Algorithms and Models
Zining Wang, Jinyang Guo, Ruihao Gong, Yang Yong, Aishan Liu, Yushi Huang, Jiaheng Liu, Xianglong Liu📧

TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models
Yushi Huang*, Ruihao Gong*, Jing Liu, Tianlong Chen, Xianglong Liu📧
📋 Services
- Conference Reviews: NeurIPS, ICLR, ICML, COLM.
📖 Educations
- 2025.02 - Now, Ph.D. in Electronic Computer and Engineering, the Hong Kong University of Science and Technology.
- 2020.09 - 2024.06, B.Eng. in Computer Science and Engineering, Shenyuan Honors College, Beihang University.
💻 Internships
- 2025.02 - Now, SenseTime Research.
- 2024.12 - 2025.02, Microsoft Research Asia.
- 2023.05 - 2024.12, SenseTime Research.