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Advancing Expert Specialization for Better MoE

Advancing Expert Specialization for Better MoE

28 May 2025
Hongcan Guo
Haolang Lu
Guoshun Nan
Bolun Chu
Jialin Zhuang
Yuan Yang
Wenhao Che
Sicong Leng
Qimei Cui
Xudong Jiang
    MoE
    MoMe
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Papers citing "Advancing Expert Specialization for Better MoE"

6 / 6 papers shown
Title
Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts
Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts
Weilin Cai
Juyong Jiang
Le Qin
Junwei Cui
Sunghun Kim
Jiayi Huang
69
8
0
07 Apr 2024
MoELoRA: Contrastive Learning Guided Mixture of Experts on
  Parameter-Efficient Fine-Tuning for Large Language Models
MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models
Tongxu Luo
Jiahe Lei
Fangyu Lei
Weihao Liu
Shizhu He
Jun Zhao
Kang Liu
MoE
ALM
44
22
0
20 Feb 2024
LocMoE: A Low-Overhead MoE for Large Language Model Training
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
47
13
0
25 Jan 2024
Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture
  of Experts
Multimodal Contrastive Learning with LIMoE: the Language-Image Mixture of Experts
Basil Mustafa
C. Riquelme
J. Puigcerver
Rodolphe Jenatton
N. Houlsby
VLM
MoE
38
190
0
06 Jun 2022
Efficient Large Scale Language Modeling with Mixtures of Experts
Efficient Large Scale Language Modeling with Mixtures of Experts
Mikel Artetxe
Shruti Bhosale
Naman Goyal
Todor Mihaylov
Myle Ott
...
Jeff Wang
Luke Zettlemoyer
Mona T. Diab
Zornitsa Kozareva
Ves Stoyanov
MoE
61
192
0
20 Dec 2021
Program Synthesis with Large Language Models
Program Synthesis with Large Language Models
Jacob Austin
Augustus Odena
Maxwell Nye
Maarten Bosma
Henryk Michalewski
...
Ellen Jiang
Carrie J. Cai
Michael Terry
Quoc V. Le
Charles Sutton
ELM
AIMat
ReCod
ALM
58
1,846
0
16 Aug 2021
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