Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners

Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners

16 April 2022

Subhabrata Mukherjee

Eduardo Gonzalez

Ahmed Hassan Awadallah

Papers citing "Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners"

11 / 11 papers shown

Title
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 120 1 0 10 Mar 2025
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models Zhen Zhang Y. Yang Kai Zhen Nathan Susanj Athanasios Mouchtaris Siegfried Kunzmann Zheng Zhang 54 0 0 17 Feb 2025
MomentumSMoE: Integrating Momentum into Sparse Mixture of Experts R. Teo Tan M. Nguyen MoE 31 3 0 18 Oct 2024
Towards Modular LLMs by Building and Reusing a Library of LoRAs O. Ostapenko Zhan Su E. Ponti Laurent Charlin Nicolas Le Roux Matheus Pereira Lucas Page-Caccia Alessandro Sordoni MoMe 32 30 0 18 May 2024
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts Huy Nguyen Pedram Akbarian TrungTin Nguyen Nhat Ho 21 10 0 22 Oct 2023
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer Boan Liu Liang Ding Li Shen Keqin Peng Yu Cao Dazhao Cheng Dacheng Tao MoE 34 7 0 15 Oct 2023
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 15 12 0 25 May 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 120 100 0 24 May 2022
Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference Sneha Kudugunta Yanping Huang Ankur Bapna M. Krikun Dmitry Lepikhin Minh-Thang Luong Orhan Firat MoE 119 106 0 24 Sep 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,950 0 20 Apr 2018
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,740 0 26 Sep 2016