Title
Improving Routing in Sparse Mixture of Experts with Graph of Tokens Tam Minh Nguyen Ngoc N. Tran Khai Nguyen Richard G. Baraniuk MoE 59 0 0 01 May 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 115 1 0 10 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 81 2 0 26 Feb 2025
Tight Clusters Make Specialized Experts Stefan K. Nielsen R. Teo Laziz U. Abdullaev Tan M. Nguyen MoE 56 2 0 21 Feb 2025
Theory on Mixture-of-Experts in Continual Learning Hongbo Li Sen-Fon Lin Lingjie Duan Yingbin Liang Ness B. Shroff MoE MoMe CLL 151 14 0 20 Feb 2025
Importance Sampling via Score-based Generative Models Heasung Kim Taekyun Lee Hyeji Kim Gustavo de Veciana MedIm DiffM 127 0 0 07 Feb 2025
Facet-Aware Multi-Head Mixture-of-Experts Model for Sequential Recommendation Mingrui Liu Sixiao Zhang Cheng Long 31 0 0 03 Nov 2024
MomentumSMoE: Integrating Momentum into Sparse Mixture of Experts R. Teo Tan M. Nguyen MoE 31 3 0 18 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 39 3 0 08 Oct 2024
Layerwise Recurrent Router for Mixture-of-Experts Zihan Qiu Zeyu Huang Shuang Cheng Yizhi Zhou Zili Wang Ivan Titov Jie Fu MoE 73 2 0 13 Aug 2024
Ensembling Diffusion Models via Adaptive Feature Aggregation Cong Wang Kuan Tian Yonghang Guan Jun Zhang Zhiwei Jiang Fei Shen Xiao Han 34 5 0 27 May 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-Wen Zhang Junchi Yan Hongsheng Li MoE 27 25 0 22 Feb 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion Xing Han Huy Nguyen Carl Harris Nhat Ho S. Saria MoE 69 16 0 05 Feb 2024
LocMoE: A Low-Overhead MoE for Large Language Model Training Jing Li Zhijie Sun Xuan He Li Zeng Yi Lin Entong Li Binfan Zheng Rongqian Zhao Xin Chen MoE 30 11 0 25 Jan 2024
Retentive Network: A Successor to Transformer for Large Language Models Yutao Sun Li Dong Shaohan Huang Shuming Ma Yuqing Xia Jilong Xue Jianyong Wang Furu Wei LRM 51 301 0 17 Jul 2023
AdaEnsemble: Learning Adaptively Sparse Structured Ensemble Network for Click-Through Rate Prediction Yachen Yan Liubo Li 6 3 0 06 Jan 2023
MoEC: Mixture of Expert Clusters Yuan Xie Shaohan Huang Tianyu Chen Furu Wei MoE 35 11 0 19 Jul 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 19 95 0 13 Jun 2022
Mixture-of-Experts with Expert Choice Routing Yan-Quan Zhou Tao Lei Han-Chu Liu Nan Du Yanping Huang Vincent Zhao Andrew M. Dai Zhifeng Chen Quoc V. Le James Laudon MoE 149 326 0 18 Feb 2022
MLQA: Evaluating Cross-lingual Extractive Question Answering Patrick Lewis Barlas Oğuz Ruty Rinott Sebastian Riedel Holger Schwenk ELM 242 490 0 16 Oct 2019