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Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP)

May 03, 2022
Alex Fang, Gabriel Ilharco, Mitchell Wortsman, Yuhao Wan, Vaishaal Shankar, Achal Dave, Ludwig Schmidt

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CLIP on Wheels: Zero-Shot Object Navigation as Object Localization and Exploration

Mar 20, 2022
Samir Yitzhak Gadre, Mitchell Wortsman, Gabriel Ilharco, Ludwig Schmidt, Shuran Song

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Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time

Mar 10, 2022
Mitchell Wortsman, Gabriel Ilharco, Samir Yitzhak Gadre, Rebecca Roelofs, Raphael Gontijo-Lopes, Ari S. Morcos, Hongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, Ludwig Schmidt

* The last three authors contributed equally 

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Robust fine-tuning of zero-shot models

Sep 04, 2021
Mitchell Wortsman, Gabriel Ilharco, Mike Li, Jong Wook Kim, Hannaneh Hajishirzi, Ali Farhadi, Hongseok Namkoong, Ludwig Schmidt

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Learning Neural Network Subspaces

Feb 20, 2021
Mitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali Farhadi, Mohammad Rastegari

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Deconstructing the Structure of Sparse Neural Networks

Nov 30, 2020
Maxwell Van Gelder, Mitchell Wortsman, Kiana Ehsani

* 6 pages, 4 figures, Accepted to ML-Retrospectives, Surveys & Meta-Analyses @ NeurIPS 2020 Workshop 

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Supermasks in Superposition

Jun 30, 2020
Mitchell Wortsman, Vivek Ramanujan, Rosanne Liu, Aniruddha Kembhavi, Mohammad Rastegari, Jason Yosinski, Ali Farhadi

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Soft Threshold Weight Reparameterization for Learnable Sparsity

Mar 11, 2020
Aditya Kusupati, Vivek Ramanujan, Raghav Somani, Mitchell Wortsman, Prateek Jain, Sham Kakade, Ali Farhadi

* 17 pages, 9 figures 

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What's Hidden in a Randomly Weighted Neural Network?

Nov 29, 2019
Vivek Ramanujan, Mitchell Wortsman, Aniruddha Kembhavi, Ali Farhadi, Mohammad Rastegari

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Discovering Neural Wirings

Jun 03, 2019
Mitchell Wortsman, Ali Farhadi, Mohammad Rastegari

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Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning

Mar 26, 2019
Mitchell Wortsman, Kiana Ehsani, Mohammad Rastegari, Ali Farhadi, Roozbeh Mottaghi

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