2 code implementations • 28 Jun 2024 • Samuel Stanton, Robert Alberstein, Nathan Frey, Andrew Watkins, Kyunghyun Cho
There is a growing body of work seeking to replicate the success of machine learning (ML) on domains like computer vision (CV) and natural language processing (NLP) to applications involving biophysical data.
2 code implementations • 19 Jul 2022 • Matteo Aldeghi, David E. Graff, Nathan Frey, Joseph A. Morrone, Edward O. Pyzer-Knapp, Kirk E. Jordan, Connor W. Coley
In molecular discovery and drug design, structure-property relationships and activity landscapes are often qualitatively or quantitatively analyzed to guide the navigation of chemical space.
no code implementations • Findings (NAACL) 2022 • Joseph McDonald, Baolin Li, Nathan Frey, Devesh Tiwari, Vijay Gadepally, Siddharth Samsi
In particular, we focus on techniques to measure energy usage and different hardware and datacenter-oriented settings that can be tuned to reduce energy consumption for training and inference for language models.
no code implementations • 12 Apr 2022 • Benny J. Tang, Qiqi Chen, Matthew L. Weiss, Nathan Frey, Joseph McDonald, David Bestor, Charles Yee, William Arcand, Chansup Byun, Daniel Edelman, Matthew Hubbell, Michael Jones, Jeremy Kepner, Anna Klein, Adam Michaleas, Peter Michaleas, Lauren Milechin, Julia Mullen, Andrew Prout, Albert Reuther, Antonio Rosa, Andrew Bowne, Lindsey McEvoy, Baolin Li, Devesh Tiwari, Vijay Gadepally, Siddharth Samsi
We introduce a labelled dataset that can be used to develop new approaches to workload classification and present initial results based on existing approaches.
no code implementations • 14 May 2021 • Nathan Frey, Peggy Chi, Weilong Yang, Irfan Essa
We propose an automatic approach that extracts editing styles in a source video and applies the edits to matched footage for video creation.