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Brian R. Bartoldson

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NEFTune: Noisy Embeddings Improve Instruction Finetuning

Oct 10, 2023
Neel Jain, Ping-yeh Chiang, Yuxin Wen, John Kirchenbauer, Hong-Min Chu, Gowthami Somepalli, Brian R. Bartoldson, Bhavya Kailkhura, Avi Schwarzschild, Aniruddha Saha, Micah Goldblum, Jonas Geiping, Tom Goldstein

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Scientific Computing Algorithms to Learn Enhanced Scalable Surrogates for Mesh Physics

Apr 01, 2023
Brian R. Bartoldson, Yeping Hu, Amar Saini, Jose Cadena, Yucheng Fu, Jie Bao, Zhijie Xu, Brenda Ng, Phan Nguyen

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Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities

Oct 13, 2022
Brian R. Bartoldson, Bhavya Kailkhura, Davis Blalock

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Models Out of Line: A Fourier Lens on Distribution Shift Robustness

Jul 08, 2022
Sara Fridovich-Keil, Brian R. Bartoldson, James Diffenderfer, Bhavya Kailkhura, Peer-Timo Bremer

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A Winning Hand: Compressing Deep Networks Can Improve Out-Of-Distribution Robustness

Jun 16, 2021
James Diffenderfer, Brian R. Bartoldson, Shreya Chaganti, Jize Zhang, Bhavya Kailkhura

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The Generalization-Stability Tradeoff in Neural Network Pruning

Jun 09, 2019
Brian R. Bartoldson, Ari S. Morcos, Adrian Barbu, Gordon Erlebacher

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