Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models

22 February 2024

Papers citing "Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models"

22 / 22 papers shown

Title
Faster MoE LLM Inference for Extremely Large Models Haoqi Yang Luohe Shi Qiwei Li Zuchao Li Ping Wang Bo Du Mengjia Shen Hai Zhao MoE 59 0 0 06 May 2025
Unveiling Hidden Collaboration within Mixture-of-Experts in Large Language Models Yuanbo Tang Yan Tang N. Zhang Meixuan Chen Yang Li MoE 34 0 0 16 Apr 2025
Domain-Specific Pruning of Large Mixture-of-Experts Models with Few-shot Demonstrations Zican Dong Han Peng Peiyu Liu Wayne Xin Zhao Dong Wu Feng Xiao Z. Wang MoE 20 0 0 09 Apr 2025
DeRS: Towards Extremely Efficient Upcycled Mixture-of-Experts Models Y. Huang Peng Ye Chenyu Huang Jianjian Cao Lin Zhang Baopu Li Gang Yu Tao Chen MoMe MoE 45 0 0 03 Mar 2025
CAMEx: Curvature-aware Merging of Experts Dung V. Nguyen Minh H. Nguyen Luc Q. Nguyen R. Teo T. Nguyen Linh Duy Tran MoMe 61 2 0 26 Feb 2025
Delta Decompression for MoE-based LLMs Compression Hao Gu Wei Li Lujun Li Qiyuan Zhu Mark Lee Shengjie Sun Wei Xue Yike Guo MoE 45 0 0 24 Feb 2025
DAOP: Data-Aware Offloading and Predictive Pre-Calculation for Efficient MoE Inference Yujie Zhang Shivam Aggarwal T. Mitra MoE 58 0 0 16 Dec 2024
Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference Andrii Skliar T. V. Rozendaal Romain Lepert Todor Boinovski M. V. Baalen Markus Nagel Paul N. Whatmough B. Bejnordi MoE 65 1 0 27 Nov 2024
Router-Tuning: A Simple and Effective Approach for Enabling Dynamic-Depth in Transformers Shwai He Tao Ge Guoheng Sun Bowei Tian Xiaoyang Wang Ang Li MoE 38 1 0 17 Oct 2024
MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router Yanyue Xie Zhi Zhang Ding Zhou Cong Xie Ziang Song Xin Liu Yanzhi Wang Xue Lin An Xu LLMAG 22 3 0 15 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 36 3 0 08 Oct 2024
Duo-LLM: A Framework for Studying Adaptive Computation in Large Language Models Keivan Alizadeh Iman Mirzadeh Hooman Shahrokhi Dmitry Belenko Frank Sun Minsik Cho Mohammad Hossein Sekhavat Moin Nabi Mehrdad Farajtabar MoE 13 1 0 01 Oct 2024
STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning Jaeseong Lee seung-won hwang Aurick Qiao Daniel F Campos Z. Yao Yuxiong He 18 2 0 10 Sep 2024
ThinK: Thinner Key Cache by Query-Driven Pruning Yuhui Xu Zhanming Jie Hanze Dong Lei Wang Xudong Lu Aojun Zhou Amrita Saha Caiming Xiong Doyen Sahoo 58 14 0 30 Jul 2024
Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs Enshu Liu Junyi Zhu Zinan Lin Xuefei Ning Matthew B. Blaschko Shengen Yan Guohao Dai Huazhong Yang Yu Wang MoE 52 5 0 01 Jul 2024
DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models Renqiu Xia Song Mao Xiangchao Yan Hongbin Zhou Bo Zhang ... Yongwei Wang Bin Wang Junchi Yan Fei Wu Yu Qiao 40 10 0 17 Jun 2024
Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-Contrast Chufan Shi Cheng Yang Xinyu Zhu Jiahao Wang Taiqiang Wu Siheng Li Deng Cai Yujiu Yang Yu Meng MoE 34 9 0 23 May 2024
A Survey on Efficient Inference for Large Language Models Zixuan Zhou Xuefei Ning Ke Hong Tianyu Fu Jiaming Xu ... Shengen Yan Guohao Dai Xiao-Ping Zhang Yuhan Dong Yu-Xiang Wang 46 78 0 22 Apr 2024
LLM in a flash: Efficient Large Language Model Inference with Limited Memory Keivan Alizadeh-Vahid Iman Mirzadeh Dmitry Belenko Karen Khatamifard Minsik Cho C. C. D. Mundo Mohammad Rastegari Mehrdad Farajtabar 68 104 0 12 Dec 2023
Betrayed by Attention: A Simple yet Effective Approach for Self-supervised Video Object Segmentation Shuangrui Ding Rui Qian Haohang Xu Dahua Lin Hongkai Xiong VOS 27 4 0 29 Nov 2023
Scalable and Efficient MoE Training for Multitask Multilingual Models Young Jin Kim A. A. Awan Alexandre Muzio Andres Felipe Cruz Salinas Liyang Lu Amr Hendy Samyam Rajbhandari Yuxiong He Hany Awadalla MoE 88 82 0 22 Sep 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 44 89 0 16 Feb 2021