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Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks


Sep 17, 2022
Marguerite B. Basta, Sarfaraz Hussein, Hsiang Hsu, Flavio P. Calmon

* 9 pages, 5 figures 

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The Saddle-Point Accountant for Differential Privacy


Aug 20, 2022
Wael Alghamdi, Shahab Asoodeh, Flavio P. Calmon, Juan Felipe Gomez, Oliver Kosut, Lalitha Sankar, Fei Wei

* 31 pages, 4 figures 

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Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility


Jul 11, 2022
Behrooz Razeghi, Flavio P. Calmon, Deniz Gunduz, Slava Voloshynovskiy


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Cactus Mechanisms: Optimal Differential Privacy Mechanisms in the Large-Composition Regime


Jun 25, 2022
Wael Alghamdi, Shahab Asoodeh, Flavio P. Calmon, Oliver Kosut, Lalitha Sankar, Fei Wei

* 41 pages, 5 figures 

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Beyond Adult and COMPAS: Fairness in Multi-Class Prediction


Jun 15, 2022
Wael Alghamdi, Hsiang Hsu, Haewon Jeong, Hao Wang, P. Winston Michalak, Shahab Asoodeh, Flavio P. Calmon

* 46 pages, 15 figures 

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Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values


Sep 21, 2021
Haewon Jeong, Hao Wang, Flavio P. Calmon


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Learning While Dissipating Information: Understanding the Generalization Capability of SGLD


Feb 05, 2021
Hao Wang, Yizhe Huang, Rui Gao, Flavio P. Calmon


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Local Differential Privacy Is Equivalent to Contraction of $E_γ$-Divergence


Feb 02, 2021
Shahab Asoodeh, Maryam Aliakbarpour, Flavio P. Calmon


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Privacy Analysis of Online Learning Algorithms via Contraction Coefficients


Dec 20, 2020
Shahab Asoodeh, Mario Diaz, Flavio P. Calmon

* Submitted 

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Three Variants of Differential Privacy: Lossless Conversion and Applications


Aug 14, 2020
Shahab Asoodeh, Jiachun Liao, Flavio P. Calmon, Oliver Kosut, Lalitha Sankar

* An extended version of our previous paper (arXiv:2001.05990) presented at ISIT'20 

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