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Outrageously Large Neural Networks: The Sparsely-Gated
  Mixture-of-Experts Layer

Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

23 January 2017
Noam M. Shazeer
Azalia Mirhoseini
Krzysztof Maziarz
Andy Davis
Quoc V. Le
Geoffrey E. Hinton
J. Dean
    MoE
ArXivPDFHTML

Papers citing "Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer"

26 / 126 papers shown
Title
Low-Rank Interconnected Adaptation across Layers
Low-Rank Interconnected Adaptation across Layers
Yibo Zhong
Jinman Zhao
Yao Zhou
OffRL
MoE
71
1
0
13 Jul 2024
PLeaS -- Merging Models with Permutations and Least Squares
PLeaS -- Merging Models with Permutations and Least Squares
Anshul Nasery
J. Hayase
Pang Wei Koh
Sewoong Oh
MoMe
67
3
0
02 Jul 2024
Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model
Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model
Longrong Yang
Dong Shen
Chaoxiang Cai
Fan Yang
Size Li
Tingting Gao
Xi Li
MoE
80
2
0
28 Jun 2024
Compositional Models for Estimating Causal Effects
Compositional Models for Estimating Causal Effects
Purva Pruthi
David D. Jensen
CML
111
0
0
25 Jun 2024
Submodular Framework for Structured-Sparse Optimal Transport
Submodular Framework for Structured-Sparse Optimal Transport
Piyushi Manupriya
Pratik Jawanpuria
Karthik S. Gurumoorthy
SakethaNath Jagarlapudi
Bamdev Mishra
OT
118
0
0
07 Jun 2024
OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference
OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference
Dujian Ding
Bicheng Xu
L. Lakshmanan
VLM
73
1
0
06 Jun 2024
Parrot: Multilingual Visual Instruction Tuning
Parrot: Multilingual Visual Instruction Tuning
Hai-Long Sun
Da-Wei Zhou
Yangfu Li
Shiyin Lu
Chao Yi
...
Zhao Xu
Weihua Luo
Kaifu Zhang
De-Chuan Zhan
Han-Jia Ye
MLLM
60
10
0
04 Jun 2024
CoCoGesture: Toward Coherent Co-speech 3D Gesture Generation in the Wild
CoCoGesture: Toward Coherent Co-speech 3D Gesture Generation in the Wild
Xingqun Qi
Hengyuan Zhang
Yatian Wang
J. Pan
Chen Liu
...
Qixun Zhang
Shanghang Zhang
Wenhan Luo
Qifeng Liu
Qi-fei Liu
DiffM
SLR
125
4
0
27 May 2024
Mixture of Experts Meets Prompt-Based Continual Learning
Mixture of Experts Meets Prompt-Based Continual Learning
Minh Le
An Nguyen
Huy Nguyen
Trang Nguyen
Trang Pham
L. Ngo
Nhat Ho
CLL
71
8
0
23 May 2024
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models
Dynamic Mixture of Experts: An Auto-Tuning Approach for Efficient Transformer Models
Yongxin Guo
Zhenglin Cheng
Xiaoying Tang
Tao R. Lin
Tao Lin
MoE
86
8
0
23 May 2024
DirectMultiStep: Direct Route Generation for Multistep Retrosynthesis
DirectMultiStep: Direct Route Generation for Multistep Retrosynthesis
Yu Shee
Haote Li
Anton Morgunov
Victor S. Batista
63
2
0
22 May 2024
Mixture of insighTful Experts (MoTE): The Synergy of Thought Chains and Expert Mixtures in Self-Alignment
Mixture of insighTful Experts (MoTE): The Synergy of Thought Chains and Expert Mixtures in Self-Alignment
Zhili Liu
Yunhao Gou
Kai Chen
Lanqing Hong
Jiahui Gao
...
Yu Zhang
Zhenguo Li
Xin Jiang
Qiang Liu
James T. Kwok
MoE
171
9
0
01 May 2024
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
88
8
0
07 Apr 2024
Tiny Models are the Computational Saver for Large Models
Tiny Models are the Computational Saver for Large Models
Qingyuan Wang
B. Cardiff
Antoine Frappé
Benoît Larras
Deepu John
67
2
0
26 Mar 2024
What Is Missing in Multilingual Visual Reasoning and How to Fix It
What Is Missing in Multilingual Visual Reasoning and How to Fix It
Yueqi Song
Simran Khanuja
Graham Neubig
VLM
LRM
132
6
0
03 Mar 2024
Multimodal Clinical Trial Outcome Prediction with Large Language Models
Multimodal Clinical Trial Outcome Prediction with Large Language Models
Wenhao Zheng
Dongsheng Peng
Hongxia Xu
Yun Li
Hongtu Zhu
Tianfan Fu
Huaxiu Yao
Huaxiu Yao
102
5
0
09 Feb 2024
Large Language Models: A Survey
Large Language Models: A Survey
Shervin Minaee
Tomas Mikolov
Narjes Nikzad
M. Asgari-Chenaghlu
R. Socher
Xavier Amatriain
Jianfeng Gao
ALM
LM&MA
ELM
164
389
0
09 Feb 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models
Chris Liu
Renrui Zhang
Longtian Qiu
Siyuan Huang
Weifeng Lin
...
Hao Shao
Pan Lu
Hongsheng Li
Yu Qiao
Peng Gao
MLLM
149
112
0
08 Feb 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion
Xing Han
Huy Nguyen
Carl Harris
Nhat Ho
Suchi Saria
MoE
88
18
0
05 Feb 2024
SCHEME: Scalable Channel Mixer for Vision Transformers
SCHEME: Scalable Channel Mixer for Vision Transformers
Deepak Sridhar
Yunsheng Li
Nuno Vasconcelos
67
0
0
01 Dec 2023
HOPE: A Memory-Based and Composition-Aware Framework for Zero-Shot Learning with Hopfield Network and Soft Mixture of Experts
HOPE: A Memory-Based and Composition-Aware Framework for Zero-Shot Learning with Hopfield Network and Soft Mixture of Experts
Do Huu Dat
Po Yuan Mao
Tien Hoang Nguyen
Wray Buntine
Bennamoun
71
1
0
23 Nov 2023
PDPP: Projected Diffusion for Procedure Planning in Instructional Videos
PDPP: Projected Diffusion for Procedure Planning in Instructional Videos
Hanlin Wang
Yilu Wu
Sheng Guo
Limin Wang
VGen
DiffM
95
30
0
26 Mar 2023
Motion Prediction Under Multimodality with Conditional Stochastic
  Networks
Motion Prediction Under Multimodality with Conditional Stochastic Networks
Katerina Fragkiadaki
Jonathan Huang
Alexander A. Alemi
Sudheendra Vijayanarasimhan
Susanna Ricco
Rahul Sukthankar
3DH
51
25
0
05 May 2017
Expert Gate: Lifelong Learning with a Network of Experts
Expert Gate: Lifelong Learning with a Network of Experts
Rahaf Aljundi
Punarjay Chakravarty
Tinne Tuytelaars
CLL
58
654
0
18 Nov 2016
Memory-Efficient Backpropagation Through Time
Memory-Efficient Backpropagation Through Time
A. Gruslys
Rémi Munos
Ivo Danihelka
Marc Lanctot
Alex Graves
47
228
0
10 Jun 2016
Building high-level features using large scale unsupervised learning
Building high-level features using large scale unsupervised learning
Quoc V. Le
MarcÁurelio Ranzato
R. Monga
M. Devin
Kai Chen
G. Corrado
J. Dean
A. Ng
SSL
OffRL
CVBM
74
2,268
0
29 Dec 2011
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