Myle Ott

基本信息

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职业迁徙

个人简介

Previously I led the large language model efforts at Facebook AI Research (FAIR), including fairseq, OPT 175B, Fully Sharded Data Parallel and RoBERTa.

研究兴趣

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PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel

Yanli Zhao, Andrew Gu,Rohan Varma,Liang Luo,Chien-Chin Huang, Min Xu,Less Wright, Hamid Shojanazeri,Myle Ott,Sam Shleifer,Alban Desmaison, Can Balioglu,

CoRR（2023）

引用0浏览0EI引用

OPT: Open Pre-trained Transformer Language Models

Susan Zhang,Stephen Roller,Naman Goyal,Mikel Artetxe,Moya Chen,Shuohui Chen,Christopher Dewan,Mona Diab,Xian Li,Xi Victoria Lin,Todor Mihaylov,Myle Ott,

arxiv（2022）

引用985浏览0引用

985

Efficient Language Modeling with Sparse all-MLP

Ping Yu,Mikel Artetxe,Myle Ott,Sam Shleifer,Hongyu Gong,Ves Stoyanov,Xian Li

arxiv（2022）

引用0浏览0引用

Few-shot Learning with Multilingual Generative Language Models

Xi Victoria Lin,Todor Mihaylov,Mikel Artetxe,Tianlu Wang,Shuohui Chen,Daniel Simig,Myle Ott,Naman Goyal,Shruti Bhosale,Jingfei Du,Ramakanth Pasunuru,Sam Shleifer,

emnlp 2022（2022）

引用6浏览0EI引用

Efficient Large Scale Language Modeling with Mixtures of Experts

Mikel Artetxe,Shruti Bhosale,Naman Goyal,Todor Mihaylov,Myle Ott,Sam Shleifer,Xi Victoria Lin,Jingfei Du,Srinivasan Iyer,Ramakanth Pasunuru, Giridharan Anantharaman,Xian Li,

EMNLP（2022）

引用18浏览0EI引用

On Anytime Learning at Macroscale

Lucas Caccia,Jing Xu,Myle Ott,Marc'Aurelio Ranzato, Ludovic Denoyer

arxiv（2022）

引用0浏览0EI引用

Few-shot Learning with Multilingual Language Models

Xi Victoria Lin,Todor Mihaylov,Mikel Artetxe,Tianlu Wang,Shuohui Chen,Daniel Simig,Myle Ott,Naman Goyal,Shruti Bhosale,Jingfei Du,Ramakanth Pasunuru,Sam Shleifer,

arxiv（2022）

引用59浏览0EI引用

Sustainable AI: Environmental Implications, Challenges and Opportunities

Carole-Jean Wu,Ramya Raghavendra,Udit Gupta, Bilge Acun,Newsha Ardalani,Kiwan Maeng, Gloria Chang, Fiona Aga Behram, James Huang,Charles Bai, Michael Gschwind, Anurag Gupta,

Conference on Machine Learning and Systems (MLSys) (2022)

引用0浏览0EI引用

Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models

Tianxing He,Jun Liu,Kyunghyun Cho,Myle Ott,Bing Liu,James R. Glass,Fuchun Peng

EACL（2021）

引用0浏览0EI引用

Biological Structure And Function Emerge From Scaling Unsupervised Learning To 250 Million Protein Sequences

Alexander Rives,Joshua Meier,Tom Sercu,Siddharth Goyal,Zeming Lin,Jason Liu,Demi Guo,Myle Ott,C. Lawrence Zitnick,Jerry Ma,Rob Fergus

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA（2021）

引用787浏览0EIWOS引用

787

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