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Towards falsifiable interpretability research

Oct 22, 2020
Matthew L. Leavitt, Ari Morcos


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Linking average- and worst-case perturbation robustness via class selectivity and dimensionality

Oct 14, 2020
Matthew L. Leavitt, Ari Morcos

* arXiv admin note: text overlap with arXiv:2007.04440 

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CURI: A Benchmark for Productive Concept Learning Under Uncertainty

Oct 06, 2020
Ramakrishna Vedantam, Arthur Szlam, Maximilian Nickel, Ari Morcos, Brenden Lake


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Analyzing Visual Representations in Embodied Navigation Tasks

Mar 12, 2020
Erik Wijmans, Julian Straub, Dhruv Batra, Irfan Essa, Judy Hoffman, Ari Morcos


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Selectivity considered harmful: evaluating the causal impact of class selectivity in DNNs

Mar 03, 2020
Matthew L. Leavitt, Ari Morcos


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Representation Learning Through Latent Canonicalizations

Feb 26, 2020
Or Litany, Ari Morcos, Srinath Sridhar, Leonidas Guibas, Judy Hoffman


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Pruning Convolutional Neural Networks with Self-Supervision

Jan 10, 2020
Mathilde Caron, Ari Morcos, Piotr Bojanowski, Julien Mairal, Armand Joulin


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Decentralized Distributed PPO: Solving PointGoal Navigation

Nov 01, 2019
Erik Wijmans, Abhishek Kadian, Ari Morcos, Stefan Lee, Irfan Essa, Devi Parikh, Manolis Savva, Dhruv Batra


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Luck Matters: Understanding Training Dynamics of Deep ReLU Networks

Jun 10, 2019
Yuandong Tian, Tina Jiang, Qucheng Gong, Ari Morcos


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