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Meta-Learning and Self-Supervised Pretraining for Real World Image Translation

Dec 22, 2021
Ileana Rugina, Rumen Dangovski, Mark Veillette, Pooya Khorrami, Brian Cheung, Olga Simek, Marin Soljačić

* 10 pages, 8 figures, 2 tables 

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Equivariant Contrastive Learning

Oct 28, 2021
Rumen Dangovski, Li Jing, Charlotte Loh, Seungwook Han, Akash Srivastava, Brian Cheung, Pulkit Agrawal, Marin Soljačić

* 17 pages, 5 figures 

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Recurrent Parameter Generators

Jul 15, 2021
Jiayun Wang, Yubei Chen, Stella X. Yu, Brian Cheung, Yann LeCun

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The Low-Rank Simplicity Bias in Deep Networks

Mar 18, 2021
Minyoung Huh, Hossein Mobahi, Richard Zhang, Brian Cheung, Pulkit Agrawal, Phillip Isola

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Cautious Adaptation For Reinforcement Learning in Safety-Critical Settings

Aug 15, 2020
Jesse Zhang, Brian Cheung, Chelsea Finn, Sergey Levine, Dinesh Jayaraman

* 15 pages, 8 figures, ICML 2020. Website with code: 

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Word Embedding Visualization Via Dictionary Learning

Oct 09, 2019
Juexiao Zhang, Yubei Chen, Brian Cheung, Bruno A Olshausen

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Superposition of many models into one

Feb 14, 2019
Brian Cheung, Alex Terekhov, Yubei Chen, Pulkit Agrawal, Bruno Olshausen

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Generalization Challenges for Neural Architectures in Audio Source Separation

May 27, 2018
Shariq Mobin, Brian Cheung, Bruno Olshausen

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Learning Unsupervised Learning Rules

May 23, 2018
Luke Metz, Niru Maheswaranathan, Brian Cheung, Jascha Sohl-Dickstein

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Adversarial Examples that Fool both Computer Vision and Time-Limited Humans

May 22, 2018
Gamaleldin F. Elsayed, Shreya Shankar, Brian Cheung, Nicolas Papernot, Alex Kurakin, Ian Goodfellow, Jascha Sohl-Dickstein

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Emergence of foveal image sampling from learning to attend in visual scenes

Oct 21, 2017
Brian Cheung, Eric Weiss, Bruno Olshausen

* Published as a conference paper at ICLR 2017 

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Discovering Hidden Factors of Variation in Deep Networks

Jun 17, 2015
Brian Cheung, Jesse A. Livezey, Arjun K. Bansal, Bruno A. Olshausen

* Presented at International Conference on Learning Representations 2015 Workshop 

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Fast Simultaneous Training of Generalized Linear Models (FaSTGLZ)

Jul 31, 2013
Bryan R. Conroy, Jennifer M. Walz, Brian Cheung, Paul Sajda

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