AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

1 June 2023

Chuang Gan

Song Han

EDL

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Papers citing "AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration"

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Title
GPTVQ: The Blessing of Dimensionality for LLM Quantization M. V. Baalen Andrey Kuzmin Markus Nagel Peter Couperus Cédric Bastoul E. Mahurin Tijmen Blankevoort Paul N. Whatmough MQ 36 28 0 23 Feb 2024
RepQuant: Towards Accurate Post-Training Quantization of Large Transformer Models via Scale Reparameterization Zhikai Li Xuewen Liu Jing Zhang Qingyi Gu MQ 49 7 0 08 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 22 31 0 06 Feb 2024
Institutional Platform for Secure Self-Service Large Language Model Exploration V. Bumgardner Mitchell A. Klusty W. V. Logan Samuel E. Armstrong Caylin D. Hickey Jeff Talbert Caylin Hickey Jeff Talbert 58 1 0 01 Feb 2024
TeenyTinyLlama: open-source tiny language models trained in Brazilian Portuguese N. Corrêa Sophia Falk Shiza Fatimah Aniket Sen N. D. Oliveira 30 9 0 30 Jan 2024
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads Tianle Cai Yuhong Li Zhengyang Geng Hongwu Peng Jason D. Lee De-huai Chen Tri Dao 60 257 0 19 Jan 2024
FFSplit: Split Feed-Forward Network For Optimizing Accuracy-Efficiency Trade-off in Language Model Inference Zirui Liu Qingquan Song Q. Xiao Sathiya Keerthi Selvaraj Rahul Mazumder Aman Gupta Xia Hu 35 4 0 08 Jan 2024
SmoothQuant+: Accurate and Efficient 4-bit Post-Training WeightQuantization for LLM Jiayi Pan Chengcan Wang Kaifu Zheng Yangguang Li Zhenyu Wang Bin Feng MQ 43 7 0 06 Dec 2023
Rethinking E-Commerce Search Haixun Wang Taesik Na 45 6 0 06 Dec 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 44 19 0 10 Nov 2023
Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLMs Yuxin Zhang Lirui Zhao Mingbao Lin Yunyun Sun Yiwu Yao Xingjia Han Jared Tanner Shiwei Liu Rongrong Ji SyDa 45 40 0 13 Oct 2023
QFT: Quantized Full-parameter Tuning of LLMs with Affordable Resources Zhikai Li Xiaoxuan Liu Banghua Zhu Zhen Dong Qingyi Gu Kurt Keutzer MQ 32 7 0 11 Oct 2023
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity Lu Yin You Wu Zhenyu Zhang Cheng-Yu Hsieh Yaqing Wang ... Mykola Pechenizkiy Yi Liang Michael Bendersky Zhangyang Wang Shiwei Liu 33 79 0 08 Oct 2023
The Role of Federated Learning in a Wireless World with Foundation Models Zihan Chen Howard H. Yang Y. C. Tay Kai Fong Ernest Chong Tony Q.S. Quek AI4CE 29 6 0 06 Oct 2023
Norm Tweaking: High-performance Low-bit Quantization of Large Language Models Liang Li Qingyuan Li Bo-Wen Zhang Xiangxiang Chu MQ 47 29 0 06 Sep 2023
Mini-Giants: "Small" Language Models and Open Source Win-Win Zhengping Zhou Lezhi Li Xinxi Chen Andy Li SyDa ALM MoE 32 6 0 17 Jul 2023
Quantizable Transformers: Removing Outliers by Helping Attention Heads Do Nothing Yelysei Bondarenko Markus Nagel Tijmen Blankevoort MQ 23 87 0 22 Jun 2023
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Ying Sheng Lianmin Zheng Binhang Yuan Zhuohan Li Max Ryabinin ... Joseph E. Gonzalez Percy Liang Christopher Ré Ion Stoica Ce Zhang 149 371 0 13 Mar 2023
Training-Free Acceleration of ViTs with Delayed Spatial Merging J. Heo Seyedarmin Azizi A. Fayyazi Massoud Pedram 44 3 0 04 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 Ashwin Kalyan ELM ReLM LRM 211 1,124 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 372 12,081 0 04 Mar 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 215 1,663 0 15 Oct 2021
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 282 2,000 0 31 Dec 2020