Formalizing and Estimating Distribution Inference Risks
Suri, Anshuman, Evans, David
Published in Proceedings on Privacy Enhancing Technologies (01.10.2022)
Published in Proceedings on Privacy Enhancing Technologies (01.10.2022)
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Journal Article
Manipulating Transfer Learning for Property Inference
Tian, Yulong, Suya, Fnu, Suri, Anshuman, Xu, Fengyuan, Evans, David
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning
Salem, Ahmed, Cherubin, Giovanni, Evans, David, Kopf, Boris, Paverd, Andrew, Suri, Anshuman, Tople, Shruti, Zanella-Beguelin, Santiago
Published in 2023 IEEE Symposium on Security and Privacy (SP) (01.05.2023)
Published in 2023 IEEE Symposium on Security and Privacy (SP) (01.05.2023)
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Conference Proceeding
Dissecting Distribution Inference
Suri, Anshuman, Lu, Yifu, Chen, Yanjin, Evans, David
Published in 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (01.02.2023)
Published in 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (01.02.2023)
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Conference Proceeding
SoK: Pitfalls in Evaluating Black-Box Attacks
Suya, Fnu, Suri, Anshuman, Zhang, Tingwei, Hong, Jingtao, Tian, Yuan, Evans, David
Published in 2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (09.04.2024)
Published in 2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) (09.04.2024)
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Conference Proceeding
Subject Membership Inference Attacks in Federated Learning
Suri, Anshuman, Kanani, Pallika, Marathe, Virendra J, Peterson, Daniel W
Year of Publication 07.06.2022
Year of Publication 07.06.2022
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Journal Article
SoK: Pitfalls in Evaluating Black-Box Attacks
Suya, Fnu, Suri, Anshuman, Zhang, Tingwei, Hong, Jingtao, Tian, Yuan, Evans, David
Year of Publication 26.10.2023
Year of Publication 26.10.2023
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Journal Article
SoK: Memorization in General-Purpose Large Language Models
Hartmann, Valentin, Suri, Anshuman, Bindschaedler, Vincent, Evans, David, Tople, Shruti, West, Robert
Year of Publication 24.10.2023
Year of Publication 24.10.2023
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Journal Article
Do Membership Inference Attacks Work on Large Language Models?
Duan, Michael, Suri, Anshuman, Mireshghallah, Niloofar, Min, Sewon, Shi, Weijia, Zettlemoyer, Luke, Tsvetkov, Yulia, Choi, Yejin, Evans, David, Hajishirzi, Hannaneh
Year of Publication 12.02.2024
Year of Publication 12.02.2024
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Journal Article