Huang, You-Liang

4 publications

ICCV 2025 Efficient Fine-Tuning of Large Models via Nested Low-Rank Adaptation Lujun Li, Cheng Lin, Dezhi Li, You-Liang Huang, Wei Li, Tianyu Wu, Jie Zou, Wei Xue, Sirui Han, Yike Guo
ICML 2025 MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition Wei Li, Lujun Li, Hao Gu, You-Liang Huang, Mark G. Lee, Shengjie Sun, Wei Xue, Yike Guo
AAAI 2025 SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression Xinhao Huang, You-Liang Huang, Zeyi Wen
AAAI 2025 Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning Minping Chen, You-Liang Huang, Zeyi Wen