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LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks


Jun 15, 2022
Tuan Dinh, Yuchen Zeng, Ruisu Zhang, Ziqian Lin, Michael Gira, Shashank Rajput, Jy-yong Sohn, Dimitris Papailiopoulos, Kangwook Lee


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Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment


May 23, 2022
Tuan Dinh, Jy-yong Sohn, Shashank Rajput, Timothy Ossowski, Yifei Ming, Junjie Hu, Dimitris Papailiopoulos, Kangwook Lee

* 13 pages, 7 figures, 3 tables 

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Rare Gems: Finding Lottery Tickets at Initialization


Feb 24, 2022
Kartik Sreenivasan, Jy-yong Sohn, Liu Yang, Matthew Grinde, Alliot Nagle, Hongyi Wang, Kangwook Lee, Dimitris Papailiopoulos


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GenLabel: Mixup Relabeling using Generative Models


Jan 07, 2022
Jy-yong Sohn, Liang Shang, Hongxu Chen, Jaekyun Moon, Dimitris Papailiopoulos, Kangwook Lee


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Finding Everything within Random Binary Networks


Oct 22, 2021
Kartik Sreenivasan, Shashank Rajput, Jy-yong Sohn, Dimitris Papailiopoulos


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An Exponential Improvement on the Memorization Capacity of Deep Threshold Networks


Jun 14, 2021
Shashank Rajput, Kartik Sreenivasan, Dimitris Papailiopoulos, Amin Karbasi


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Pufferfish: Communication-efficient Models At No Extra Cost


Mar 05, 2021
Hongyi Wang, Saurabh Agarwal, Dimitris Papailiopoulos

* Accepted by MLSys 2021 

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On the Utility of Gradient Compression in Distributed Training Systems


Mar 03, 2021
Saurabh Agarwal, Hongyi Wang, Shivaram Venkataraman, Dimitris Papailiopoulos


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