Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

11 September 2023

Papers citing "Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs"

23 / 23 papers shown

Title
Oaken: Fast and Efficient LLM Serving with Online-Offline Hybrid KV Cache Quantization Minsu Kim Seongmin Hong RyeoWook Ko S. Choi Hunjong Lee Junsoo Kim J. Kim Jongse Park 57 0 0 24 Mar 2025
LoXR: Performance Evaluation of Locally Executing LLMs on XR Devices Dawar Khan Xinyu Liu Omar Mena Donggang Jia Alexandre Kouyoumdjian I. Viola 41 0 0 13 Feb 2025
Optimizing Large Language Model Training Using FP4 Quantization Ruizhe Wang Yeyun Gong Xiao Liu Guoshuai Zhao Ziyue Yang Baining Guo Zhengjun Zha Peng Cheng MQ 67 4 0 28 Jan 2025
A dynamic parallel method for performance optimization on hybrid CPUs Luo Yu Liu Yucheng Shen Haihao 51 0 0 29 Nov 2024
Interactions Across Blocks in Post-Training Quantization of Large Language Models Khasmamad Shabanovi Lukas Wiest Vladimir Golkov Daniel Cremers Thomas Pfeil MQ 21 1 0 06 Nov 2024
TesseraQ: Ultra Low-Bit LLM Post-Training Quantization with Block Reconstruction Yuhang Li Priyadarshini Panda MQ 26 1 0 24 Oct 2024
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models Mengzhao Chen Wenqi Shao Peng Xu Jiahao Wang Peng Gao Kaipeng Zhang Yu Qiao Ping Luo MQ 36 22 0 10 Jul 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 35 41 0 09 Jul 2024
Perturbation-Restrained Sequential Model Editing Junjie Ma Hong Wang Haoyang Xu Zhen-Hua Ling Jia-Chen Gu KELM 53 8 0 27 May 2024
Multilingual Brain Surgeon: Large Language Models Can be Compressed Leaving No Language Behind Hongchuan Zeng Hongshen Xu Lu Chen Kai Yu 47 5 0 06 Apr 2024
AffineQuant: Affine Transformation Quantization for Large Language Models Yuexiao Ma Huixia Li Xiawu Zheng Feng Ling Xuefeng Xiao Rui Wang Shilei Wen Fei Chao Rongrong Ji MQ 38 17 0 19 Mar 2024
Gemma: Open Models Based on Gemini Research and Technology Gemma Team Gemma Team Thomas Mesnard Cassidy Hardin Robert Dadashi Surya Bhupatiraju ... Armand Joulin Noah Fiedel Evan Senter Alek Andreev Kathleen Kenealy VLM LLMAG 129 423 0 13 Mar 2024
Model Compression and Efficient Inference for Large Language Models: A Survey Wenxiao Wang Wei Chen Yicong Luo Yongliu Long Zhengkai Lin Liye Zhang Binbin Lin Deng Cai Xiaofei He MQ 36 46 0 15 Feb 2024
QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks Albert Tseng Jerry Chee Qingyao Sun Volodymyr Kuleshov Christopher De Sa MQ 126 92 0 06 Feb 2024
ReLU $^2$ Wins: Discovering Efficient Activation Functions for Sparse LLMs Zhengyan Zhang Yixin Song Guanghui Yu Xu Han Yankai Lin Chaojun Xiao Chenyang Song Zhiyuan Liu Zeyu Mi Maosong Sun 15 31 0 06 Feb 2024
A Survey on Transformer Compression Yehui Tang Yunhe Wang Jianyuan Guo Zhijun Tu Kai Han Hailin Hu Dacheng Tao 29 27 0 05 Feb 2024
Effective Quantization for Diffusion Models on CPUs Hanwen Chang Haihao Shen Yiyang Cai Xinyu. Ye Zhenzhong Xu Wenhua Cheng Kaokao Lv Weiwei Zhang Yintong Lu Heng Guo MQ 22 7 0 02 Nov 2023
Efficient LLM Inference on CPUs Haihao Shen Hanwen Chang Bo Dong Yu Luo Hengyu Meng MQ 15 17 0 01 Nov 2023
SiDA-MoE: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models Zhixu Du Shiyu Li Yuhao Wu Xiangyu Jiang Jingwei Sun Qilin Zheng Yongkai Wu Ang Li Hai Helen Li Yiran Chen MoE 18 12 0 29 Oct 2023
QLLM: Accurate and Efficient Low-Bitwidth Quantization for Large Language Models Jing Liu Ruihao Gong Xiuying Wei Zhiwei Dong Jianfei Cai Bohan Zhuang MQ 20 49 0 12 Oct 2023
A Survey on Model Compression for Large Language Models Xunyu Zhu Jian Li Yong Liu Can Ma Weiping Wang 24 189 0 15 Aug 2023
ZeroQuant-V2: Exploring Post-training Quantization in LLMs from Comprehensive Study to Low Rank Compensation Z. Yao Xiaoxia Wu Cheng-rong Li Stephen Youn Yuxiong He MQ 63 57 0 15 Mar 2023
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 245 1,986 0 31 Dec 2020