Mark Veillette, James M. Kurdzo, Phillip M. Stepanian, Joseph McDonald, Siddharth Samsi, John Y. N. Cho. A Deep Learning-based Velocity Dealiasing Algorithm Derived from the WSR-88D Open Radar Product Generator. Artificial Intelligence for the Earth Systems, accepted 2023.
J. McDonald, B. Bernstein, C. Fernandez-Granda. A Sampling Theorem for Deconvolution in Two Dimensions. SIAM Journal on Imaging Sciences, 13(4), 2020.
P. S. Bourdon, E. Gerjuoy, J. P. McDonald, and H. T. Williams. Deterministic Dense Coding and Entanglement Entropy. Physical Review A, 77, 022305, 2008.
Dan Zhao, Siddharth Samsi, Joseph McDonald, Baolin Li, Michael Jones, David Bestor, Devesh Tiwari, Vijay Gadepally. Sustainable supercomputing for AI: Experiences from GPU Power Capping at HPC Scale. ACM Symposium on Cloud Computing 2023, 2023.
Siddharth Samsi, Dan Zhao, Joseph McDonald, Baolin Li, Adam Michaleas, Michael Jones, William Bergeron, Jeremy Kepner, Devesh Tiwari, Vijay Gadepally. From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference. 2023 IEEE High Performance Extreme Computing Conference, 2023.
Daniel G Edelman, Siddharth Samsi, Joseph McDonald, Adam Michaleas, Vijay Gadepally. An Analysis of Energy Requirements for Computer Vision Algorithms. 2023 IEEE High Performance Extreme Computing Conference, 2023.
J. McDonald, J. Kurdzo, P. Stepanian, M. Veillette, S. Samsi. Performance Estimation for Efficient Image Segmentation Training of Weather Radar Algorithms. 2022 IEEE High Performance Extreme Computing Conference, 2022.
Nathan C. Frey, Baolin Li, Joseph McDonald, Dan Zhao, Michael Jones, David Bestor, Devesh Tiwari, Vijay Gadepally, Siddharth Samsi. Benchmarking Resource Usage for Efficient Distributed Deep Learning. 2022 IEEE High Performance Extreme Computing Conference, 2022.
Matthew L. Weiss, Joseph McDonald, David Bestor, Charles Yee, Daniel Edelman, Michael Jones, Andrew Prout, Andrew Bowne, Lindsey McEvoy, Vijay Gadepally, Siddharth Samsi. An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning. 2022 IEEE High Performance Extreme Computing Conference, 2022.
J. McDonald, B. Li, N. Frey, D. Tiwari, V. Gadepally, S. Samsi. Great Power, Great Responsibility: Recommendations for Reducing Energy for Training Language Models. Findings of the Association for Computational Linguistics NAACL, 2022.
--Coverage: MIT News Unite.AI blogpost
Dan Zhao, Nathan C. Frey, Joseph McDonald, Matthew Hubbell, David Bestor, Michael Jones, Andrew Prout, Vijay Gadepally, Siddharth Samsi. A Green(er) World for A.I. 2022 IEEE International Parallel and Distributed Processing Symposium ADOPT Workshop, 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. The MIT Supercloud Workload Classification Challenge. 2022 IEEE International Parallel and Distributed Processing Symposium ADOPT Workshop, 2022.
N. C. Frey, S. Samsi, J. McDonald, L. Li, C. W. Coley, V. Gadepally. Scalable Geometric Deep Learning on Molecular Graphs. NeurIPS 2021 AI for Science Workshop, 2021.
J. McDonald, S. Samsi, D. Edelman, C. Byun, J. Kepner, V. Gadepally. Improved Compression for Word Embeddings by Scaling Principal Components. 2021 IEEE High Performance Extreme Computing Conference, 2021.
Siddharth Samsi, Matthew L Weiss, David Bestor, Baolin Li, Michael Jones, Albert Reuther, Daniel Edelman, William Arcand, Chansup Byun, John Holodnack, Matthew Hubbell, Jeremy Kepner, Anna Klein, Joseph McDonald, Adam Michaleas, Peter Michaleas, Lauren Milechin, Julia Mullen, Charles Yee, Benjamin Price, Andrew Prout, Antonio Rosa, Allan Vanterpool, Lindsey McEvoy, Anson Cheng, Devesh Tiwari, Vijay Gadepally. The MIT Supercloud Dataset. 2021 IEEE High Performance Extreme Computing Conference, 2021.