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Bayesian Imitation Learning for End-to-End Mobile Manipulation



Yuqing Du , Daniel Ho , Alexander A. Alemi , Eric Jang , Mohi Khansari


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A Closer Look at the Adversarial Robustness of Information Bottleneck Models



Iryna Korshunova , David Stutz , Alexander A. Alemi , Olivia Wiles , Sven Gowal


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Does Knowledge Distillation Really Work?



Samuel Stanton , Pavel Izmailov , Polina Kirichenko , Alexander A. Alemi , Andrew Gordon Wilson


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PAC$^m$-Bayes: Narrowing the Empirical Risk Gap in the Misspecified Bayesian Regime



Warren R. Morningstar , Alexander A. Alemi , Joshua V. Dillon

* Submitted to AISTATS 2021 

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Density of States Estimation for Out-of-Distribution Detection



Warren R. Morningstar , Cusuh Ham , Andrew G. Gallagher , Balaji Lakshminarayanan , Alexander A. Alemi , Joshua V. Dillon

* Submitted to NeurIPS. Corrected footnote from: "34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada" to "Preprint. Under review." 

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CEB Improves Model Robustness



Ian Fischer , Alexander A. Alemi


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Neural Tangents: Fast and Easy Infinite Neural Networks in Python



Roman Novak , Lechao Xiao , Jiri Hron , Jaehoon Lee , Alexander A. Alemi , Jascha Sohl-Dickstein , Samuel S. Schoenholz


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Information in Infinite Ensembles of Infinitely-Wide Neural Networks



Ravid Shwartz-Ziv , Alexander A. Alemi

* 2nd Symposium on Advances in Approximate Bayesian Inference, 2019 

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Variational Predictive Information Bottleneck



Alexander A. Alemi


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