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
Activation-Guided Consensus Merging for Large Language Models Yuxuan Yao Shuqi Liu Zehua Liu Qintong Li Mingyang Liu Xiongwei Han Zhijiang Guo Han Wu Linqi Song MoMe 9 0 0 20 May 2025
Accurate KV Cache Quantization with Outlier Tokens Tracing Yi Su Yuechi Zhou Quantong Qiu Juntao Li Qingrong Xia Ping Li Xinyu Duan Zhefeng Wang Min Zhang MQ 22 0 0 16 May 2025
Phi: Leveraging Pattern-based Hierarchical Sparsity for High-Efficiency Spiking Neural Networks Chiyue Wei Bowen Duan Cong Guo Jingyang Zhang Qingyue Song Hai "Helen" Li Yiran Chen 17 0 0 16 May 2025
Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement Xuechen Zhang Zijian Huang Chenshun Ni Ziyang Xiong Jiacheng Chen Samet Oymak ReLM LRM 45 0 0 12 May 2025
QuantX: A Framework for Hardware-Aware Quantization of Generative AI Workloads Khurram Mazher Saad Bin Nasir MQ 52 0 0 12 May 2025
Semantic Retention and Extreme Compression in LLMs: Can We Have Both? Stanislas Laborde Martin Cousseau Antoun Yaacoub Lionel Prevost MQ 23 0 0 12 May 2025
Improving Block-Wise LLM Quantization by 4-bit Block-Wise Optimal Float (BOF4): Analysis and Variations Patrick Blumenberg Thomas Graave Tim Fingscheidt MQ 24 0 0 10 May 2025
Stability in Single-Peaked Strategic Resource Selection Games Henri Zeiler 32 0 0 09 May 2025
MxMoE: Mixed-precision Quantization for MoE with Accuracy and Performance Co-Design Haojie Duanmu Xiuhong Li Zhihang Yuan Size Zheng Jiangfei Duan Xingcheng Zhang Dahua Lin MQ MoE 221 0 0 09 May 2025
LightNobel: Improving Sequence Length Limitation in Protein Structure Prediction Model via Adaptive Activation Quantization Seunghee Han S. Choi Joo-Young Kim 31 0 0 09 May 2025
DPQ-HD: Post-Training Compression for Ultra-Low Power Hyperdimensional Computing Nilesh Prasad Pandey Shriniwas Kulkarni David Wang Onat Gungor Flavio Ponzina T. Rosing 41 0 0 08 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 48 0 0 08 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 51 0 0 07 May 2025
RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference Yushen Chen Jiawei Zhang Baotong Lu Qianxi Zhang Chengruidong Zhang ... Chen Chen Mingxing Zhang Yuqing Yang Fan Yang Mao Yang 38 0 0 05 May 2025
Optimizing LLMs for Resource-Constrained Environments: A Survey of Model Compression Techniques Sanjay Surendranath Girija Shashank Kapoor Lakshit Arora Dipen Pradhan Aman Raj Ankit Shetgaonkar 57 0 0 05 May 2025
Radio: Rate-Distortion Optimization for Large Language Model Compression Sean I. Young MQ 26 0 0 05 May 2025
Real-time Spatial Retrieval Augmented Generation for Urban Environments David Nazareno Campo Javier Conde Alvaro Alonso Gabriel Huecas Joaquín Salvachúa Pedro Reviriego 33 0 0 04 May 2025
Quantizing Diffusion Models from a Sampling-Aware Perspective Qian Zeng Jie Song Yuanyu Wan Huiqiong Wang Mingli Song DiffM MQ 88 1 0 04 May 2025
Pushing the Limits of Low-Bit Optimizers: A Focus on EMA Dynamics Cong Xu Wenbin Liang Mo Yu Anan Liu Kaipeng Zhang Lizhuang Ma Yufei Guo Jun Wang Wenbo Zhang MQ 57 0 0 01 May 2025
ICQuant: Index Coding enables Low-bit LLM Quantization Xinlin Li Osama A. Hanna Christina Fragouli Suhas Diggavi MQ 64 0 0 01 May 2025
FineQ: Software-Hardware Co-Design for Low-Bit Fine-Grained Mixed-Precision Quantization of LLMs Xilong Xie Liang Wang Limin Xiao Meng Han Lin Sun S. Zheng Xiangrong Xu MQ 31 0 0 28 Apr 2025
TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate A. Zandieh Majid Daliri Majid Hadian Vahab Mirrokni MQ 74 0 0 28 Apr 2025
R-Sparse: Rank-Aware Activation Sparsity for Efficient LLM Inference Zhenyu Zhang Zechun Liu Yuandong Tian Harshit Khaitan Zihan Wang Steven Li 68 0 0 28 Apr 2025
Generative AI in Embodied Systems: System-Level Analysis of Performance, Efficiency and Scalability Zishen Wan Jiayi Qian Yuhang Du Jason J. Jabbour Yilun Du Yang Katie Zhao A. Raychowdhury Tushar Krishna Vijay Janapa Reddi LM&Ro 93 0 0 26 Apr 2025
Pushing the boundary on Natural Language Inference Pablo Miralles-González Javier Huertas-Tato Alejandro Martín David Camacho LRM 49 0 0 25 Apr 2025
PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation Zihao An Huajun Bai Ziqiang Liu Dong Li E. Barsoum 61 0 0 23 Apr 2025
$D$^{2}$MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving$ D $^{2}$ MoE: Dual Routing and Dynamic Scheduling for Efficient On-Device MoE-based LLM Serving Haodong Wang Qihua Zhou Zicong Hong Song Guo MoE 58 0 0 17 Apr 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models Zhichao Xu Aosong Feng Yijun Tian Haibo Ding Lin Leee Cheong RALM 47 0 0 15 Apr 2025
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float Tianyi Zhang Yang Sui Shaochen Zhong V. Chaudhary Xia Hu Anshumali Shrivastava MQ 32 1 0 15 Apr 2025
Quantization Error Propagation: Revisiting Layer-Wise Post-Training Quantization Yamato Arai Yuma Ichikawa MQ 34 0 0 13 Apr 2025
Entropy-Based Block Pruning for Efficient Large Language Models Liangwei Yang Yuhui Xu Juntao Tan Doyen Sahoo Shri Kiran Srinivasan Caiming Xiong Han Wang Shelby Heinecke AAML 30 0 0 04 Apr 2025
When Reasoning Meets Compression: Benchmarking Compressed Large Reasoning Models on Complex Reasoning Tasks Nan Zhang Yusen Zhang Prasenjit Mitra Rui Zhang MQ LRM 64 2 0 02 Apr 2025
Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models Hung-Yueh Chiang Chi-chih Chang N. Frumkin Kai-Chiang Wu Mohamed S. Abdelfattah Diana Marculescu MQ 202 0 0 28 Mar 2025
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model Cheng Yang Yang Sui Jinqi Xiao Lingyi Huang Yu Gong ... Jinghua Yan Y. Bai P. Sadayappan Xia Hu Bo Yuan VLM 64 0 0 24 Mar 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 86 35 0 20 Mar 2025
Triad: Empowering LMM-based Anomaly Detection with Vision Expert-guided Visual Tokenizer and Manufacturing Process Yuanze Li Shihao Yuan Haolin Wang Qizhang Li Ming-Yu Liu Chen Xu Guangming Shi Wangmeng Zuo 56 0 0 17 Mar 2025
PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing Cheng Deng Luoyang Sun Jiwen Jiang Yongcheng Zeng Xinjian Wu ... Haoyang Li Lei Chen Lionel M. Ni Jun Wang Jun Wang 195 0 0 15 Mar 2025
Are formal and functional linguistic mechanisms dissociated in language models? Michael Hanna Sandro Pezzelle Yonatan Belinkov 50 0 0 14 Mar 2025
Post-Training Quantization for Diffusion Transformer via Hierarchical Timestep Grouping Ning Ding Jing Han Yuchuan Tian Chao Xu Kai Han Yehui Tang MQ 44 0 0 10 Mar 2025
Wanda++: Pruning Large Language Models via Regional Gradients Yifan Yang Kai Zhen Bhavana Ganesh Aram Galstyan Goeric Huybrechts ... S. Bodapati Nathan Susanj Zheng Zhang Jack FitzGerald Abhishek Kumar 63 0 0 06 Mar 2025
PaCA: Partial Connection Adaptation for Efficient Fine-Tuning Sunghyeon Woo Sol Namkung Sunwoo Lee Inho Jeong Beomseok Kim Dongsuk Jeon 39 0 0 28 Feb 2025
HALO: Hardware-aware quantization with low critical-path-delay weights for LLM acceleration Rohan Juneja Shivam Aggarwal Safeen Huda Tulika Mitra L. Peh 50 0 0 27 Feb 2025
A Sliding Layer Merging Method for Efficient Depth-Wise Pruning in LLMs Xuan Ding Rui Sun Yunjian Zhang Xiu Yan Yueqi Zhou Kaihao Huang Suzhong Fu Angelica I Aviles-Rivero Chuanlong Xie Yao Zhu 131 1 0 26 Feb 2025
CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter Yepeng Weng Dianwen Mei Huishi Qiu Xujie Chen Li Liu Jiang Tian Zhongchao Shi 53 0 0 24 Feb 2025
NEAT: Nonlinear Parameter-efficient Adaptation of Pre-trained Models Yibo Zhong Haoxiang Jiang Lincan Li Ryumei Nakada Tianci Liu Linjun Zhang Huaxiu Yao Haoyu Wang 85 2 0 24 Feb 2025
Dynamic Parallel Tree Search for Efficient LLM Reasoning Yifu Ding Wentao Jiang Shunyu Liu Yongcheng Jing J. Guo ... Zengmao Wang Ziqiang Liu Bo Du Xianglong Liu Dacheng Tao LRM 46 6 0 22 Feb 2025
MaskPrune: Mask-based LLM Pruning for Layer-wise Uniform Structures Jiayu Qin Jianchao Tan Kaipeng Zhang Xunliang Cai Wei Wang 45 0 0 19 Feb 2025
GSQ-Tuning: Group-Shared Exponents Integer in Fully Quantized Training for LLMs On-Device Fine-tuning Sifan Zhou Shuo Wang Zhihang Yuan Mingjia Shi Yuzhang Shang Dawei Yang ALM MQ 90 0 0 18 Feb 2025
Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis Jun Zhao Ming Wang Miao Zhang Yuzhang Shang Xuebo Liu Yaowei Wang Min Zhang Liqiang Nie MQ 70 1 0 18 Feb 2025
Skrr: Skip and Re-use Text Encoder Layers for Memory Efficient Text-to-Image Generation H. Seo Wongi Jeong Jae-sun Seo Se Young Chun 62 0 0 12 Feb 2025