Huang, Ning-Chi

5 publications

ICLR 2025 Palu: KV-Cache Compression with Low-Rank Projection Chi-Chih Chang, Wei-Cheng Lin, Chien-Yu Lin, Chong-Yan Chen, Yu-Fang Hu, Pei-Shuo Wang, Ning-Chi Huang, Luis Ceze, Mohamed S. Abdelfattah, Kai-Chiang Wu

NeurIPS 2025 Speculate Deep and Accurate: Lossless and Training-Free Acceleration for Offloaded LLMs via Substitute Speculative Decoding Pei-Shuo Wang, Jian-Jia Chen, Chun-Che Yang, Chi-Chih Chang, Ning-Chi Huang, Mohamed S. Abdelfattah, Kai-Chiang Wu

CVPRW 2024 ELSA: Exploiting Layer-Wise N: M Sparsity for Vision Transformer Acceleration Ning-Chi Huang, Chi-Chih Chang, Wei-Cheng Lin, Endri Taka, Diana Marculescu, Kai-Chiang Wu

WACV 2024 FLORA: Fine-Grained Low-Rank Architecture Search for Vision Transformer Chi-Chih Chang, Yuan-Yao Sung, Shixing Yu, Ning-Chi Huang, Diana Marculescu, Kai-Chiang Wu

ICLR 2020 Efficient Systolic Array Based on Decomposable MAC for Quantized Deep Neural Networks Ning-Chi Huang, Huan-Jan Chou, Kai-Chiang Wu