SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

2 January 2023

Dan Alistarh

Papers citing "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot"

41 / 141 papers shown

Title
Multilingual Brain Surgeon: Large Language Models Can be Compressed Leaving No Language Behind Hongchuan Zeng Hongshen Xu Lu Chen Kai Yu 59 5 0 06 Apr 2024
SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression Xin Wang Yu Zheng Zhongwei Wan Mi Zhang MQ 57 44 0 12 Mar 2024
NeuroPrune: A Neuro-inspired Topological Sparse Training Algorithm for Large Language Models Amit Dhurandhar Tejaswini Pedapati Ronny Luss Soham Dan Aurélie C. Lozano Payel Das Georgios Kollias 22 3 0 28 Feb 2024
CLLMs: Consistency Large Language Models Siqi Kou Lanxiang Hu Zhe He Zhijie Deng Hao Zhang 52 28 0 28 Feb 2024
SparseLLM: Towards Global Pruning for Pre-trained Language Models Guangji Bai Yijiang Li Chen Ling Kibaek Kim Liang Zhao 38 7 0 28 Feb 2024
SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization T. Yasuda Kyriakos Axiotis Gang Fu M. Bateni Vahab Mirrokni 49 0 0 27 Feb 2024
Data-free Weight Compress and Denoise for Large Language Models Runyu Peng Yunhua Zhou Qipeng Guo Yang Gao Hang Yan Xipeng Qiu Dahua Lin 47 1 0 26 Feb 2024
Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models Xudong Lu Qi Liu Yuhui Xu Aojun Zhou Siyuan Huang Bo Zhang Junchi Yan Hongsheng Li MoE 34 26 0 22 Feb 2024
Why Lift so Heavy? Slimming Large Language Models by Cutting Off the Layers Shuzhou Yuan Ercong Nie Bolei Ma Michael Farber 47 3 0 18 Feb 2024
Towards Meta-Pruning via Optimal Transport Alexander Theus Olin Geimer Friedrich Wicke Thomas Hofmann Sotiris Anagnostidis Sidak Pal Singh MoMe 26 3 0 12 Feb 2024
RepQuant: Towards Accurate Post-Training Quantization of Large Transformer Models via Scale Reparameterization Zhikai Li Xuewen Liu Jing Zhang Qingyi Gu MQ 54 7 0 08 Feb 2024
Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes Lucio Dery Steven Kolawole Jean-Francois Kagey Virginia Smith Graham Neubig Ameet Talwalkar 52 28 0 08 Feb 2024
Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding Zack Ankner Rishab Parthasarathy Aniruddha Nrusimha Christopher Rinard Jonathan Ragan-Kelley William Brandon 37 26 0 07 Feb 2024
Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward Arnav Chavan Raghav Magazine Shubham Kushwaha M. Debbah Deepak Gupta 23 18 0 02 Feb 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 45 4 0 08 Jan 2024
The LLM Surgeon Tycho F. A. van der Ouderaa Markus Nagel M. V. Baalen Yuki Markus Asano Tijmen Blankevoort 41 14 0 28 Dec 2023
PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs Max Zimmer Megi Andoni Christoph Spiegel Sebastian Pokutta VLM 55 10 0 23 Dec 2023
Fluctuation-based Adaptive Structured Pruning for Large Language Models Yongqi An Xu Zhao Tao Yu Ming Tang Jinqiao Wang 42 42 0 19 Dec 2023
Rethinking Compression: Reduced Order Modelling of Latent Features in Large Language Models Arnav Chavan Nahush Lele Deepak Gupta 29 1 0 12 Dec 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
LLMLingua: Compressing Prompts for Accelerated Inference of Large Language Models Huiqiang Jiang Qianhui Wu Chin-Yew Lin Yuqing Yang Lili Qiu 50 103 0 09 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 39 79 0 08 Oct 2023
Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation Chen Dun Mirian Hipolito Garcia Guoqing Zheng Ahmed Hassan Awadallah Anastasios Kyrillidis Robert Sim 96 6 0 04 Oct 2023
Norm Tweaking: High-performance Low-bit Quantization of Large Language Models Liang Li Qingyuan Li Bo Zhang Xiangxiang Chu MQ 47 29 0 06 Sep 2023
Sci-CoT: Leveraging Large Language Models for Enhanced Knowledge Distillation in Small Models for Scientific QA Yuhan Ma Haiqi Jiang Chenyou Fan LRM 34 14 0 09 Aug 2023
Accurate Retraining-free Pruning for Pretrained Encoder-based Language Models Seungcheol Park Ho-Jin Choi U. Kang VLM 42 5 0 07 Aug 2023
A Simple and Effective Pruning Approach for Large Language Models Mingjie Sun Zhuang Liu Anna Bair J. Zico Kolter 90 361 0 20 Jun 2023
Scissorhands: Exploiting the Persistence of Importance Hypothesis for LLM KV Cache Compression at Test Time Zichang Liu Aditya Desai Fangshuo Liao Weitao Wang Victor Xie Zhaozhuo Xu Anastasios Kyrillidis Anshumali Shrivastava 33 204 0 26 May 2023
Dynamic Context Pruning for Efficient and Interpretable Autoregressive Transformers Sotiris Anagnostidis Dario Pavllo Luca Biggio Lorenzo Noci Aurelien Lucchi Thomas Hofmann 42 53 0 25 May 2023
Just CHOP: Embarrassingly Simple LLM Compression A. Jha Tom Sherborne Evan Pete Walsh Dirk Groeneveld Emma Strubell Iz Beltagy 36 3 0 24 May 2023
SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification Xupeng Miao Gabriele Oliaro Zhihao Zhang Xinhao Cheng Zeyu Wang ... Chunan Shi Zhuoming Chen Daiyaan Arfeen Reyna Abhyankar Zhihao Jia LRM 68 120 0 16 May 2023
Sparsified Model Zoo Twins: Investigating Populations of Sparsified Neural Network Models D. Honegger Konstantin Schurholt Damian Borth 37 4 0 26 Apr 2023
Towards Compute-Optimal Transfer Learning Massimo Caccia Alexandre Galashov Arthur Douillard Amal Rannen-Triki Dushyant Rao Michela Paganini Laurent Charlin MarcÁurelio Ranzato Razvan Pascanu 31 3 0 25 Apr 2023
Blockwise Compression of Transformer-based Models without Retraining Gaochen Dong W. Chen 26 3 0 04 Apr 2023
RPTQ: Reorder-based Post-training Quantization for Large Language Models Zhihang Yuan Lin Niu Jia-Wen Liu Wenyu Liu Xinggang Wang Yuzhang Shang Guangyu Sun Qiang Wu Jiaxiang Wu Bingzhe Wu MQ 35 79 0 03 Apr 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 36 15 0 17 Feb 2023
Broken Neural Scaling Laws Ethan Caballero Kshitij Gupta Irina Rish David M. Krueger 30 74 0 26 Oct 2022
An Information Theory-inspired Strategy for Automatic Network Pruning Xiawu Zheng Yuexiao Ma Teng Xi Gang Zhang Errui Ding Yuchao Li Jie Chen Yonghong Tian Rongrong Ji 54 13 0 19 Aug 2021
Playing Lottery Tickets with Vision and Language Zhe Gan Yen-Chun Chen Linjie Li Tianlong Chen Yu Cheng Shuohang Wang Jingjing Liu Lijuan Wang Zicheng Liu VLM 111 54 0 23 Apr 2021
Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks Itay Hubara Brian Chmiel Moshe Island Ron Banner S. Naor Daniel Soudry 59 111 0 16 Feb 2021
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 168 688 0 31 Jan 2021