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20162023
most citedWhat Neural Networks Memorize and Why: Discovering the Long Tail via Influence Estimation

96 citations · 140 across the 4 of their papers we have counts for

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2 papers · 1 filter

stat.ML2019

Identity Crisis: Memorization and Generalization under Extreme Overparameterization

Chiyuan Zhang, Samy Bengio, Moritz Hardt +2

We study the interplay between memorization and generalization of overparameterized networks in the extreme case of a single training example and an identity-mapping task. We exami…

stat.ML2018

Unrestricted Adversarial Examples

Tom B. Brown, Nicholas Carlini, Chiyuan Zhang +3

We introduce a two-player contest for evaluating the safety and robustness of machine learning systems, with a large prize pool. Unlike most prior work in ML robustness, which stud…