Conference Globally-Robust Neural Networks 2021 • INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 139 • 139: Leino K, Wang Z, Fredrikson M
Conference Leave-one-out Unfairness 2021 • PROCEEDINGS OF THE 2021 ACM CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY, FACCT 2021 • 285-295 Black E, Fredrikson M
Conference Machine Learning Explainability and Robustness: Connected at the Hip 2021 • Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining • 4035-4036 Datta A, Fredrikson M, Leino K, Lu K, Sen S, Wang Z
Chapter Netter: Probabilistic, Stateful Network Models 2021 • Lecture Notes in Computer Science • 12597:486-508 Zhang H, Zhang C, de Amorim AA, Agarwal Y, Fredrikson M, Jia L
Conference Relaxing Local Robustness 2021 • Advances in Neural Information Processing Systems • 34: Leino K, Fredrikson M
Preprint Robust Models Are More Interpretable Because Attributions Look Normal 2021 Wang Z, Fredrikson M, Datta A
Preprint Self-Correcting Neural Networks For Safe Classification 2021 Leino K, Fromherz A, Mangal R, Fredrikson M, Parno B, Păsăreanu C
Preprint The Design of the User Interfaces for Privacy Enhancements for Android 2021 Hong JI, Agarwal Y, Fredrikson M, Czapik M, Hanna S, Sahoo S, Chun J, Chung W-W, Iyer A, Liu A, Lu S, Roychoudhury R, Wang Q, Wang S, Wang S, Zhang V, Zhao J, Jiang Y, Jin H, Kim S, Kuo E, Li T, Liu J, Liu Y, Zhang R
Journal Article Contextual and Granular Policy Enforcement in Database-backed Applications 2020 • Proceedings of the 15th ACM Asia Conference on Computer and Communications Security, ASIA CCS 2020 • 432-444 Bichhawat A, Fredrikson M, Yang J, Trehan A
Preprint Fast Geometric Projections for Local Robustness Certification 2020 Fromherz A, Leino K, Fredrikson M, Parno B, Păsăreanu C
Conference FlipTest: Fairness Testing via Optimal Transport 2020 • FAT* '20: PROCEEDINGS OF THE 2020 CONFERENCE ON FAIRNESS, ACCOUNTABILITY, AND TRANSPARENCY • 111-121 Black E, Yeom S, Fredrikson M
Conference Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness 2020 • IJCAI International Joint Conference on Artificial Intelligence • 437-443 Yeom S, Fredrikson M
Conference Influence paths for characterizing subject-verb number agreement in LSTM language models 2020 • Proceedings of the conference. Association for Computational Linguistics. Meeting • 4748-4757 Lu K, Mardziel P, Leino K, Fedrikson M, Datta A
Conference Interpreting Interpretations: Organizing Attribution Methods by Criteria 2020 • Conference on Computer Vision and Pattern Recognition Workshops IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Workshops • 48-55 Wang Z, Mardziel P, Datta A, Fredrikson M
Preprint Interpreting Interpretations: Organizing Attribution Methods by Criteria 2020 Wang Z, Mardziel P, Datta A, Fredrikson M
Conference Learning Fair Representations for Kernel Models 2020 • Proceedings of Machine Learning Research • 108:155-166 Tan Z, Yeom S, Fredrikson M, Talwalkar A
Journal Article Learning Fair Representations for Kernel Models 2020 • INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 108 • 108: Tan Z, Yeom S, Fredrikson M, Talwalkar A
Journal Article Overfitting, robustness, and malicious algorithms: A study of potential causes of privacy risk in machine learning 2020 • Journal of Computer Security • 28(1):35-70 Yeom S, Giacomelli I, Menaged A, Fredrikson M, Jha S
Conference Reconciling noninterference and gradual typing 2020 • Proceedings - Symposium on Logic in Computer Science • 116-129 de Amorim AA, Fredrikson M, Jia L
Conference Smoothed geometry for robust attribution 2020 • Advances in Neural Information Processing Systems • 2020-December: Wang Z, Wang H, Ramkumar S, Fredrikson M, Mardziel P, Datta A
Preprint Smoothed Geometry for Robust Attribution 2020 Wang Z, Wang H, Ramkumar S, Fredrikson M, Mardziel P, Datta A
Conference Stolen Memories: Leveraging Model Memorization for Calibrated White-Box Membership Inference 2020 • PROCEEDINGS OF THE 29TH USENIX SECURITY SYMPOSIUM • 1605-1622 Leino K, Fredrikson M
