EfficientQAT: Efficient Quantization-Aware Training for Large Language Models

10 July 2024

Papers citing "EfficientQAT: Efficient Quantization-Aware Training for Large Language Models"

24 / 24 papers shown

Title
MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems Yinsicheng Jiang Yao Fu Yeqi Huang Ping Nie Zhan Lu ... Dayou Du Tairan Xu Kai Zou Edoardo Ponti Luo Mai MoE 12 0 0 16 May 2025
Enhancing Ultra-Low-Bit Quantization of Large Language Models Through Saliency-Aware Partial Retraining Deyu Cao Samin Aref MQ 27 0 0 14 Apr 2025
QUAD: Quantization and Parameter-Efficient Tuning of LLM with Activation Decomposition Yuxuan Hu Xiaodong Chen C. Li H. Chen J. Zhang MQ 60 0 0 25 Mar 2025
Binary Neural Networks for Large Language Model: A Survey Liangdong Liu Zhitong Zheng Cong Wang TianHuang Su ZhenYu Yang MQ 67 0 0 26 Feb 2025
ParetoQ: Scaling Laws in Extremely Low-bit LLM Quantization Zechun Liu Changsheng Zhao Hanxian Huang Sijia Chen Jing Zhang ... Yuandong Tian Bilge Soran Raghuraman Krishnamoorthi Tijmen Blankevoort Vikas Chandra MQ 73 3 0 04 Feb 2025
PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization Mengzhao Chen Yi Liu Jiahao Wang Yi Bin Wenqi Shao Ping Luo MQ 61 2 0 28 Jan 2025
Taming Sensitive Weights : Noise Perturbation Fine-tuning for Robust LLM Quantization Dongwei Wang Huanrui Yang MQ 87 1 0 08 Dec 2024
Anda: Unlocking Efficient LLM Inference with a Variable-Length Grouped Activation Data Format Chao Fang Man Shi Robin Geens Arne Symons Zhongfeng Wang Marian Verhelst 71 0 0 24 Nov 2024
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration Yuzong Chen Ahmed F. AbouElhamayed Xilai Dai Yang Wang Marta Andronic G. Constantinides Mohamed S. Abdelfattah MQ 105 1 0 18 Nov 2024
A Comprehensive Study on Quantization Techniques for Large Language Models Jiedong Lang Zhehao Guo Shuyu Huang MQ 44 10 0 30 Oct 2024
Mixture Compressor for Mixture-of-Experts LLMs Gains More Wei Huang Yue Liao Jianhui Liu Ruifei He Haoru Tan Shiming Zhang Hongsheng Li Si Liu Xiaojuan Qi MoE 39 3 0 08 Oct 2024
ARB-LLM: Alternating Refined Binarizations for Large Language Models Zhiteng Li Xinyu Yan Tianao Zhang Haotong Qin Dong Xie Jiang Tian Zhongchao Shi Linghe Kong Yulun Zhang Xiaokang Yang MQ 31 2 0 04 Oct 2024
Art and Science of Quantizing Large-Scale Models: A Comprehensive Overview Yanshu Wang Tong Yang Xiyan Liang Guoan Wang Hanning Lu Xu Zhe Yaoming Li Li Weitao MQ 39 3 0 18 Sep 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao LI DU Guoqi Li Jiajun Zhang 52 5 0 05 Jul 2024
LLMC: Benchmarking Large Language Model Quantization with a Versatile Compression Toolkit Ruihao Gong Yang Yong Shiqiao Gu Yushi Huang Chentao Lv Yunchen Zhang Xianglong Liu Dacheng Tao MQ 34 7 0 09 May 2024
QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving Yujun Lin Haotian Tang Shang Yang Zhekai Zhang Guangxuan Xiao Chuang Gan Song Han 79 76 0 07 May 2024
OneBit: Towards Extremely Low-bit Large Language Models Yuzhuang Xu Xu Han Zonghan Yang Shuo Wang Qingfu Zhu Zhiyuan Liu Weidong Liu Wanxiang Che MQ 51 37 0 17 Feb 2024
BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation Dayou Du Yijia Zhang Shijie Cao Jiaqi Guo Ting Cao Xiaowen Chu Ningyi Xu MQ 46 30 0 16 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 128 95 0 06 Feb 2024
Extreme Compression of Large Language Models via Additive Quantization Vage Egiazarian Andrei Panferov Denis Kuznedelev Elias Frantar Artem Babenko Dan Alistarh MQ 100 90 0 11 Jan 2024
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 58 7 0 16 Nov 2023
QUIK: Towards End-to-End 4-Bit Inference on Generative Large Language Models Saleh Ashkboos Ilia Markov Elias Frantar Tingxuan Zhong Xincheng Wang Jie Ren Torsten Hoefler Dan Alistarh MQ SyDa 126 22 0 13 Oct 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 3,007 0 22 Mar 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 211 1,106 0 20 Sep 2022