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Intrinsic Anomaly Detection for Multi-Variate Time Series



Stephan Rabanser , Tim Januschowski , Kashif Rasul , Oliver Borchert , Richard Kurle , Jan Gasthaus , Michael Bohlke-Schneider , Nicolas Papernot , Valentin Flunkert


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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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On the Limitations of Stochastic Pre-processing Defenses



Yue Gao , Ilia Shumailov , Kassem Fawaz , Nicolas Papernot


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Architectural Backdoors in Neural Networks



Mikel Bober-Irizar , Ilia Shumailov , Yiren Zhao , Robert Mullins , Nicolas Papernot


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Selective Classification Via Neural Network Training Dynamics



Stephan Rabanser , Anvith Thudi , Kimia Hamidieh , Adam Dziedzic , Nicolas Papernot


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On the Difficulty of Defending Self-Supervised Learning against Model Extraction



Adam Dziedzic , Nikita Dhawan , Muhammad Ahmad Kaleem , Jonas Guan , Nicolas Papernot

* Accepted at ICML 2022 

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Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning



Natalie Dullerud , Karsten Roth , Kimia Hamidieh , Nicolas Papernot , Marzyeh Ghassemi

* Published as a conference paper at ICLR 2022 

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Bounding Membership Inference



Anvith Thudi , Ilia Shumailov , Franziska Boenisch , Nicolas Papernot


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Differentially Private Speaker Anonymization



Ali Shahin Shamsabadi , Brij Mohan Lal Srivastava , Aurélien Bellet , Nathalie Vauquier , Emmanuel Vincent , Mohamed Maouche , Marc Tommasi , Nicolas Papernot


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Pipe Overflow: Smashing Voice Authentication for Fun and Profit



Shimaa Ahmed , Yash Wani , Ali Shahin Shamsabadi , Mohammad Yaghini , Ilia Shumailov , Nicolas Papernot , Kassem Fawaz


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