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Trade-offs of Local SGD at Scale: An Empirical Study



Jose Javier Gonzalez Ortiz , Jonathan Frankle , Mike Rabbat , Ari Morcos , Nicolas Ballas


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Transformed CNNs: recasting pre-trained convolutional layers with self-attention



Stéphane d'Ascoli , Levent Sagun , Giulio Biroli , Ari Morcos


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ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases



Stéphane d'Ascoli , Hugo Touvron , Matthew Leavitt , Ari Morcos , Giulio Biroli , Levent Sagun


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Towards falsifiable interpretability research



Matthew L. Leavitt , Ari Morcos


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



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



Ramakrishna Vedantam , Arthur Szlam , Maximilian Nickel , Ari Morcos , Brenden Lake


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Analyzing Visual Representations in Embodied Navigation Tasks



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



Matthew L. Leavitt , Ari Morcos


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Representation Learning Through Latent Canonicalizations



Or Litany , Ari Morcos , Srinath Sridhar , Leonidas Guibas , Judy Hoffman


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Pruning Convolutional Neural Networks with Self-Supervision



Mathilde Caron , Ari Morcos , Piotr Bojanowski , Julien Mairal , Armand Joulin


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