ZeroQuant-FP: A Leap Forward in LLMs Post-Training W4A8 Quantization Using Floating-Point Formats

19 July 2023

Yuxiong He

Papers citing "ZeroQuant-FP: A Leap Forward in LLMs Post-Training W4A8 Quantization Using Floating-Point Formats"

34 / 34 papers shown

Title
FP4DiT: Towards Effective Floating Point Quantization for Diffusion Transformers Ruichen Chen Keith G. Mills Di Niu MQ 50 0 0 19 Mar 2025
QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models Jiajun Zhou Yifan Yang Kai Zhen Z. Liu Yequan Zhao Ershad Banijamali Athanasios Mouchtaris Ngai Wong Zheng Zhang MQ 41 0 0 17 Feb 2025
BCQ: Block Clustered Quantization for 4-bit (W4A4) LLM Inference Reena Elangovan Charbel Sakr A. Raghunathan Brucek Khailany MQ 40 1 0 07 Feb 2025
FASTNav: Fine-tuned Adaptive Small-language-models Trained for Multi-point Robot Navigation Yuxuan Chen Yixin Han Xiao Li 64 1 0 20 Nov 2024
Inference Optimizations for Large Language Models: Effects, Challenges, and Practical Considerations Leo Donisch Sigurd Schacht Carsten Lanquillon 14 2 0 06 Aug 2024
Accurate and Efficient Fine-Tuning of Quantized Large Language Models Through Optimal Balance Ao Shen Qiang Wang Zhiquan Lai Xionglve Li Dongsheng Li ALM MQ 19 0 0 24 Jul 2024
Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers Lei Chen Yuan Meng Chen Tang Xinzhu Ma Jingyan Jiang Xin Wang Zhi Wang Wenwu Zhu MQ 23 21 0 25 Jun 2024
Large Language Model Pruning Hanjuan Huang Hao-Jia Song H. Pao 25 0 0 24 May 2024
A Comparative Analysis of Distributed Training Strategies for GPT-2 Ishan Patwardhan Shubham Gandhi Om M. Khare Amit Joshi Suraj Sawant 20 1 0 24 May 2024
A Survey on Efficient Inference for Large Language Models Zixuan Zhou Xuefei Ning Ke Hong Tianyu Fu Jiaming Xu ... Shengen Yan Guohao Dai Xiao-Ping Zhang Yuhan Dong Yu-Xiang Wang 46 78 0 22 Apr 2024
Transformer-Lite: High-efficiency Deployment of Large Language Models on Mobile Phone GPUs Luchang Li Sheng Qian Jie Lu Lunxi Yuan Rui Wang Qin Xie 39 9 0 29 Mar 2024
What Makes Quantization for Large Language Models Hard? An Empirical Study from the Lens of Perturbation Zhuocheng Gong Jiahao Liu Jingang Wang Xunliang Cai Dongyan Zhao Rui Yan MQ 17 8 0 11 Mar 2024
LLM Inference Unveiled: Survey and Roofline Model Insights Zhihang Yuan Yuzhang Shang Yang Zhou Zhen Dong Zhe Zhou ... Yong Jae Lee Yan Yan Beidi Chen Guangyu Sun Kurt Keutzer 37 77 0 26 Feb 2024
EdgeQAT: Entropy and Distribution Guided Quantization-Aware Training for the Acceleration of Lightweight LLMs on the Edge Xuan Shen Zhenglun Kong Changdi Yang Zhaoyang Han Lei Lu ... Zhihao Shu Wei Niu Miriam Leeser Pu Zhao Yanzhi Wang MQ 46 17 0 16 Feb 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 30 0 15 Feb 2024
Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward Arnav Chavan Raghav Magazine Shubham Kushwaha M. Debbah Deepak Gupta 11 18 0 02 Feb 2024
A Comprehensive Survey of Compression Algorithms for Language Models Seungcheol Park Jaehyeon Choi Sojin Lee U. Kang MQ 21 10 0 27 Jan 2024
ZeroQuant(4+2): Redefining LLMs Quantization with a New FP6-Centric Strategy for Diverse Generative Tasks Xiaoxia Wu Haojun Xia Stephen Youn Zhen Zheng Shiyang Chen ... Reza Yazdani Aminabadi Yuxiong He Olatunji Ruwase Leon Song Zhewei Yao 63 8 0 14 Dec 2023
CBQ: Cross-Block Quantization for Large Language Models Xin Ding Xiaoyu Liu Zhijun Tu Yun-feng Zhang Wei Li ... Hanting Chen Yehui Tang Zhiwei Xiong Baoqun Yin Yunhe Wang MQ 19 11 0 13 Dec 2023
Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge Xuan Shen Peiyan Dong Lei Lu Zhenglun Kong Zhengang Li Ming Lin Chao Wu Yanzhi Wang MQ 31 22 0 09 Dec 2023
A Speed Odyssey for Deployable Quantization of LLMs Qingyuan Li Ran Meng Yiduo Li Bo-Wen Zhang Liang Li Yifan Lu Xiangxiang Chu Yerui Sun Yuchen Xie MQ 54 7 0 16 Nov 2023
AFPQ: Asymmetric Floating Point Quantization for LLMs Yijia Zhang Sicheng Zhang Shijie Cao Dayou Du Jianyu Wei Ting Cao Ningyi Xu MQ 17 5 0 03 Nov 2023
Efficient LLM Inference on CPUs Haihao Shen Hanwen Chang Bo Dong Yu Luo Hengyu Meng MQ 15 16 0 01 Nov 2023
Atom: Low-bit Quantization for Efficient and Accurate LLM Serving Yilong Zhao Chien-Yu Lin Kan Zhu Zihao Ye Lequn Chen Size Zheng Luis Ceze Arvind Krishnamurthy Tianqi Chen Baris Kasikci MQ 23 130 0 29 Oct 2023
ZeroQuant-HERO: Hardware-Enhanced Robust Optimized Post-Training Quantization Framework for W8A8 Transformers Zhewei Yao Reza Yazdani Aminabadi Stephen Youn Xiaoxia Wu Elton Zheng Yuxiong He MQ 19 1 0 26 Oct 2023
QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models Elias Frantar Dan Alistarh MQ MoE 12 24 0 25 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 17 49 0 12 Oct 2023
Dual Grained Quantization: Efficient Fine-Grained Quantization for LLM Luoming Zhang Wen Fei Weijia Wu Yefei He Zhenyu Lou Hong Zhou MQ 11 5 0 07 Oct 2023
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models Yuhui Xu Lingxi Xie Xiaotao Gu Xin Chen Heng Chang Hengheng Zhang Zhensu Chen Xiaopeng Zhang Qi Tian MQ 13 87 0 26 Sep 2023
LORD: Low Rank Decomposition Of Monolingual Code LLMs For One-Shot Compression Ayush Kaushal Tejas Vaidhya Irina Rish 39 14 0 25 Sep 2023
FPTQ: Fine-grained Post-Training Quantization for Large Language Models Qingyuan Li Yifan Zhang Liang Li Peng Yao Bo-Wen Zhang Xiangxiang Chu Yerui Sun Li-Qiang Du Yuchen Xie MQ 26 11 0 30 Aug 2023
A Survey on Model Compression for Large Language Models Xunyu Zhu Jian Li Yong Liu Can Ma Weiping Wang 16 189 0 15 Aug 2023
LLM-QAT: Data-Free Quantization Aware Training for Large Language Models Zechun Liu Barlas Oğuz Changsheng Zhao Ernie Chang Pierre Stock Yashar Mehdad Yangyang Shi Raghuraman Krishnamoorthi Vikas Chandra MQ 37 186 0 29 May 2023
FP8 Formats for Deep Learning Paulius Micikevicius Dusan Stosic N. Burgess Marius Cornea Pradeep Dubey ... Naveen Mellempudi S. Oberman M. Shoeybi Michael Siu Hao Wu BDL VLM MQ 67 119 0 12 Sep 2022