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David Evans

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Do Membership Inference Attacks Work on Large Language Models?

Feb 12, 2024
Michael Duan, Anshuman Suri, Niloofar Mireshghallah, Sewon Min, Weijia Shi, Luke Zettlemoyer, Yulia Tsvetkov, Yejin Choi, David Evans, Hannaneh Hajishirzi

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Understanding Variation in Subpopulation Susceptibility to Poisoning Attacks

Nov 20, 2023
Evan Rose, Fnu Suya, David Evans

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SoK: Pitfalls in Evaluating Black-Box Attacks

Oct 26, 2023
Fnu Suya, Anshuman Suri, Tingwei Zhang, Jingtao Hong, Yuan Tian, David Evans

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SoK: Memorization in General-Purpose Large Language Models

Oct 24, 2023
Valentin Hartmann, Anshuman Suri, Vincent Bindschaedler, David Evans, Shruti Tople, Robert West

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When Can Linear Learners be Robust to Indiscriminate Poisoning Attacks?

Jul 03, 2023
Fnu Suya, Xiao Zhang, Yuan Tian, David Evans

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Manipulating Transfer Learning for Property Inference

Mar 21, 2023
Yulong Tian, Fnu Suya, Anshuman Suri, Fengyuan Xu, David Evans

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GlucoSynth: Generating Differentially-Private Synthetic Glucose Traces

Mar 02, 2023
Josephine Lamp, Mark Derdzinski, Christopher Hannemann, Joost van der Linden, Lu Feng, Tianhao Wang, David Evans

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TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

Jan 06, 2023
Hojjat Aghakhani, Wei Dai, Andre Manoel, Xavier Fernandes, Anant Kharkar, Christopher Kruegel, Giovanni Vigna, David Evans, Ben Zorn, Robert Sim

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SoK: Let The Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning

Dec 21, 2022
Ahmed Salem, Giovanni Cherubin, David Evans, Boris Köpf, Andrew Paverd, Anshuman Suri, Shruti Tople, Santiago Zanella-Béguelin

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Dissecting Distribution Inference

Dec 15, 2022
Anshuman Suri, Yifu Lu, Yanjin Chen, David Evans

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