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The Curious Case of Benign Memorization


Oct 25, 2022
Sotiris Anagnostidis, Gregor Bachmann, Lorenzo Noci, Thomas Hofmann

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Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse


Jun 07, 2022
Lorenzo Noci, Sotiris Anagnostidis, Luca Biggio, Antonio Orvieto, Sidak Pal Singh, Aurelien Lucchi

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How Tempering Fixes Data Augmentation in Bayesian Neural Networks


May 27, 2022
Gregor Bachmann, Lorenzo Noci, Thomas Hofmann

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Precise characterization of the prior predictive distribution of deep ReLU networks


Jun 11, 2021
Lorenzo Noci, Gregor Bachmann, Kevin Roth, Sebastian Nowozin, Thomas Hofmann

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Disentangling the Roles of Curation, Data-Augmentation and the Prior in the Cold Posterior Effect


Jun 11, 2021
Lorenzo Noci, Kevin Roth, Gregor Bachmann, Sebastian Nowozin, Thomas Hofmann

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Adversarial Learning for Debiasing Knowledge Graph Embeddings


Jun 29, 2020
Mario Arduini, Lorenzo Noci, Federico Pirovano, Ce Zhang, Yash Raj Shrestha, Bibek Paudel

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