Publications

2021

1. Big self-supervised models advance medical image classification

   Shekoofeh Azizi, Basil Mustafa, Fiona Ryan, and 8 more authors

   Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021

2020

1. JMLR

   Underspecification presents challenges for credibility in modern machine learning

   Alexander DAmour, Katherine Heller, Dan Moldovan, and 34 more authors

   Journal of Machine Learning Research, 2020

   Bib

   @article{Underspecification,
     title = {Underspecification presents challenges for credibility in modern machine learning},
     author = {DAmour, Alexander and Heller, Katherine and Moldovan, Dan and Adlam, Ben and Alipanahi, Babak and Beutel, Alex and Chen, Christina and Deaton, Jonathan and Eisenstein, Jacob and Hoffman, Matthew D and Hormozdiari, Farhad and Houlsby, Neil and Hou, Shaobo and Jerfel, Ghassen and Karthikesalingam, Alan and Lucic, Mario and Ma, Yian and McLean, Cory and Mincu, Diana and Mitani, Akinori and Montanari, Andrea and Zachary Nado, Vivek Natarajan and Nielson, Christopher and Osborne, Thomas F and Raman, Rajiv and Ramasamy, Kim and Rory Sayres, Jessica Schrouff and Seneviratne, Martin and Sequeira, Shannon and Suresh, Harini and Veitch, Victor and Max Vladymyrov, Xuezhi Wang and Webster, Kellie and Yadlowsky, Steve and Yun, Taedong and Zhai, Xiaohua and Sculley, D},
     journal = {Journal of Machine Learning Research},
     year = {2020},
   }

2. Addressing the real-world class imbalance problem in dermatology

   Wei-Hung Weng, Jonathan Deaton, Vivek Natarajan, and 2 more authors

   Proceedings of the Machine Learning for Health NeurIPS Workshop, PMLR, 2020

2019

1. Transformers and Pointer-Generator Networks for Abstractive Summarization

   Jonathan Deaton, Austin Jacobs, Kathleen Kenealy, and 1 more author

   2019
2. Mini‐Metagenomics and Nucleotide Composition Aid the Identification and Host Association of Novel Bacteriophage Sequences

   Jonathan Deaton, Feiqiao Brian Yu, and Stephen R Quake

   Advanced biosystems, 2019