Title
eMoE: Task-aware Memory Efficient Mixture-of-Experts-Based (MoE) Model Inference Suraiya Tairin Shohaib Mahmud Haiying Shen Anand Iyer MoE 158 0 0 10 Mar 2025
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić E. Ponti MoMe OOD 32 73 0 22 Feb 2023
Tutel: Adaptive Mixture-of-Experts at Scale Changho Hwang Wei Cui Yifan Xiong Ziyue Yang Ze Liu ... Joe Chau Peng Cheng Fan Yang Mao Yang Y. Xiong MoE 97 110 0 07 Jun 2022
Gating Dropout: Communication-efficient Regularization for Sparsely Activated Transformers R. Liu Young Jin Kim Alexandre Muzio Hany Awadalla MoE 50 22 0 28 May 2022
MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation Simiao Zuo Qingru Zhang Chen Liang Pengcheng He T. Zhao Weizhu Chen MoE 22 38 0 15 Apr 2022
Efficient Language Modeling with Sparse all-MLP Ping Yu Mikel Artetxe Myle Ott Sam Shleifer Hongyu Gong Ves Stoyanov Xian Li MoE 23 11 0 14 Mar 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 53 850 0 07 Feb 2022
Taming Sparsely Activated Transformer with Stochastic Experts Simiao Zuo Xiaodong Liu Jian Jiao Young Jin Kim Hany Hassan Ruofei Zhang T. Zhao Jianfeng Gao MoE 39 108 0 08 Oct 2021
Go Wider Instead of Deeper Fuzhao Xue Ziji Shi Futao Wei Yuxuan Lou Yong Liu Yang You ViT MoE 25 80 0 25 Jul 2021
A Survey of Transformers Tianyang Lin Yuxin Wang Xiangyang Liu Xipeng Qiu ViT 44 1,088 0 08 Jun 2021
M6-UFC: Unifying Multi-Modal Controls for Conditional Image Synthesis via Non-Autoregressive Generative Transformers Zhu Zhang Jianxin Ma Chang Zhou Rui Men Zhikang Li Ming Ding Jie Tang Jingren Zhou Hongxia Yang 25 46 0 29 May 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
ZeRO-Offload: Democratizing Billion-Scale Model Training Jie Ren Samyam Rajbhandari Reza Yazdani Aminabadi Olatunji Ruwase Shuangyang Yang Minjia Zhang Dong Li Yuxiong He MoE 177 414 0 18 Jan 2021
VinVL: Revisiting Visual Representations in Vision-Language Models Pengchuan Zhang Xiujun Li Xiaowei Hu Jianwei Yang Lei Zhang Lijuan Wang Yejin Choi Jianfeng Gao ObjD VLM 260 157 0 02 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 261 4,489 0 23 Jan 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019