CASP: Compression of Large Multimodal Models Based on Attention Sparsity

7 March 2025

Papers citing "CASP: Compression of Large Multimodal Models Based on Attention Sparsity"

20 / 20 papers shown

Title
MoDeGPT: Modular Decomposition for Large Language Model Compression Chi-Heng Lin Shangqian Gao James Seale Smith Abhishek Patel Shikhar Tuli Yilin Shen Hongxia Jin Yen-Chang Hsu 147 13 0 19 Aug 2024
LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models Kaichen Zhang Bo Li Peiyuan Zhang Fanyi Pu Joshua Adrian Cahyono ... Shuai Liu Yuanhan Zhang Jingkang Yang Chunyuan Li Ziwei Liu 169 102 0 17 Jul 2024
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis Chaoyou Fu Yuhan Dai Yondong Luo Lei Li Shuhuai Ren ... Xiawu Zheng Enhong Chen Caifeng Shan Xing Sun Xing Sun VLM MLLM 161 421 0 31 May 2024
SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression Xin Wang Yu Zheng Zhongwei Wan Mi Zhang MQ 152 63 0 12 Mar 2024
ASVD: Activation-aware Singular Value Decomposition for Compressing Large Language Models Zhihang Yuan Yuzhang Shang Yue Song Qiang Wu Yan Yan Guangyu Sun MQ 117 61 0 10 Dec 2023
Large Multimodal Model Compression via Efficient Pruning and Distillation at AntGroup Maolin Wang Yao-Min Zhao Jiajia Liu Jingdong Chen Chenyi Zhuang Jinjie Gu Ruocheng Guo Xiangyu Zhao 51 6 0 10 Dec 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 279 960 0 27 Nov 2023
LQ-LoRA: Low-rank Plus Quantized Matrix Decomposition for Efficient Language Model Finetuning Han Guo P. Greengard Eric P. Xing Yoon Kim MQ 116 57 0 20 Nov 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 573 4,925 0 17 Apr 2023
GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers Elias Frantar Saleh Ashkboos Torsten Hoefler Dan Alistarh MQ 155 1,012 0 31 Oct 2022
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 290 1,299 0 20 Sep 2022
LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale Tim Dettmers M. Lewis Younes Belkada Luke Zettlemoyer MQ 119 664 0 15 Aug 2022
Language model compression with weighted low-rank factorization Yen-Chang Hsu Ting Hua Sung-En Chang Qiang Lou Yilin Shen Hongxia Jin 66 108 0 30 Jun 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 142 479 0 04 Jun 2022
NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions Junbin Xiao Xindi Shang Angela Yao Tat-Seng Chua 109 506 0 18 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
Up or Down? Adaptive Rounding for Post-Training Quantization Markus Nagel Rana Ali Amjad M. V. Baalen Christos Louizos Tijmen Blankevoort MQ 100 588 0 22 Apr 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 515 20,376 0 23 Oct 2019
nocaps: novel object captioning at scale Harsh Agrawal Karan Desai Yufei Wang Xinlei Chen Rishabh Jain Mark Johnson Dhruv Batra Devi Parikh Stefan Lee Peter Anderson VLM 135 487 0 20 Dec 2018
Pointer Sentinel Mixture Models Stephen Merity Caiming Xiong James Bradbury R. Socher RALM 352 2,901 0 26 Sep 2016