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The Privacy Onion Effect: Memorization is Relative



Nicholas Carlini , Matthew Jagielski , Chiyuan Zhang , Nicolas Papernot , Andreas Terzis , Florian Tramer


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Learning to Reason with Neural Networks: Generalization, Unseen Data and Boolean Measures



Emmanuel Abbe , Samy Bengio , Elisabetta Cornacchia , Jon Kleinberg , Aryo Lotfi , Maithra Raghu , Chiyuan Zhang

* 28 pages, 8 figures 

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Just Fine-tune Twice: Selective Differential Privacy for Large Language Models



Weiyan Shi , Si Chen , Chiyuan Zhang , Ruoxi Jia , Zhou Yu


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Quantifying Memorization Across Neural Language Models



Nicholas Carlini , Daphne Ippolito , Matthew Jagielski , Katherine Lee , Florian Tramer , Chiyuan Zhang


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Counterfactual Memorization in Neural Language Models



Chiyuan Zhang , Daphne Ippolito , Katherine Lee , Matthew Jagielski , Florian Tramèr , Nicholas Carlini

* 43 pages, 34 figures 

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Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation



Yao Qin , Chiyuan Zhang , Ting Chen , Balaji Lakshminarayanan , Alex Beutel , Xuezhi Wang


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Do Vision Transformers See Like Convolutional Neural Networks?



Maithra Raghu , Thomas Unterthiner , Simon Kornblith , Chiyuan Zhang , Alexey Dosovitskiy


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Pointer Value Retrieval: A new benchmark for understanding the limits of neural network generalization



Chiyuan Zhang , Maithra Raghu , Jon Kleinberg , Samy Bengio


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Deduplicating Training Data Makes Language Models Better



Katherine Lee , Daphne Ippolito , Andrew Nystrom , Chiyuan Zhang , Douglas Eck , Chris Callison-Burch , Nicholas Carlini


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