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A Better Bound Gives a Hundred Rounds: Enhanced Privacy Guarantees via $f$-Divergences
A Better Bound Gives a Hundred Rounds: Enhanced Privacy Guarantees via $f$-Divergences
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A Better Bound Gives a Hundred Rounds: Enhanced Privacy Guarantees via $f$-Divergences

Asoodeh, Shahab ; Liao, Jiachun ; Calmon, Flavio P ; Kosut, Oliver ; Sankar, Lalitha

2020-01

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2
Adapting Fairness Interventions to Missing Values
Adapting Fairness Interventions to Missing Values
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Adapting Fairness Interventions to Missing Values

Feng, Raymond ; Calmon, Flavio P ; Wang, Hao

arXiv.org, 2023-11

Ithaca: Cornell University Library, arXiv.org

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3
Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions
Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions
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Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions

Wang, Hao ; He, Luxi ; Gao, Rui ; Calmon, Flavio P

arXiv.org, 2024-04

Ithaca: Cornell University Library, arXiv.org

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4
Algorithmic Arbitrariness in Content Moderation
Algorithmic Arbitrariness in Content Moderation
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Algorithmic Arbitrariness in Content Moderation

Juan Felipe Gomez ; Caio Vieira Machado ; Lucas Monteiro Paes ; Calmon, Flavio P

arXiv.org, 2024-02

Ithaca: Cornell University Library, arXiv.org

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5
Arbitrariness Lies Beyond the Fairness-Accuracy Frontier
Arbitrariness Lies Beyond the Fairness-Accuracy Frontier
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Arbitrariness Lies Beyond the Fairness-Accuracy Frontier

Long, Carol Xuan ; Hsu, Hsiang ; Alghamdi, Wael ; Calmon, Flavio P

arXiv.org, 2023-06

Ithaca: Cornell University Library, arXiv.org

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6
Arbitrary Decisions are a Hidden Cost of Differentially Private Training
Arbitrary Decisions are a Hidden Cost of Differentially Private Training
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Arbitrary Decisions are a Hidden Cost of Differentially Private Training

Kulynych, Bogdan ; Hsu, Hsiang ; Troncoso, Carmela ; Calmon, Flavio P

arXiv.org, 2023-05

Ithaca: Cornell University Library, arXiv.org

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7
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks
Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks
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Automated Segmentation and Recurrence Risk Prediction of Surgically Resected Lung Tumors with Adaptive Convolutional Neural Networks

Basta, Marguerite B ; Sarfaraz Hussein ; Hsu, Hsiang ; Calmon, Flavio P

arXiv.org, 2022-09

Ithaca: Cornell University Library, arXiv.org

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8
Beyond Adult and COMPAS: Fairness in Multi-Class Prediction
Beyond Adult and COMPAS: Fairness in Multi-Class Prediction
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Beyond Adult and COMPAS: Fairness in Multi-Class Prediction

Alghamdi, Wael ; Hsu, Hsiang ; Jeong, Haewon ; Wang, Hao ; P Winston Michalak ; Asoodeh, Shahab ; Calmon, Flavio P

arXiv.org, 2022-06

Ithaca: Cornell University Library, arXiv.org

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9
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility
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Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility

Razeghi, Behrooz ; Calmon, Flavio P ; Gunduz, Deniz ; Voloshynovskiy, Slava

arXiv.org, 2022-07

Ithaca: Cornell University Library, arXiv.org

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10
Cactus Mechanisms: Optimal Differential Privacy Mechanisms in the Large-Composition Regime
Cactus Mechanisms: Optimal Differential Privacy Mechanisms in the Large-Composition Regime
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Cactus Mechanisms: Optimal Differential Privacy Mechanisms in the Large-Composition Regime

Alghamdi, Wael ; Asoodeh, Shahab ; Calmon, Flavio P ; Kosut, Oliver ; Sankar, Lalitha ; Wei, Fei

arXiv.org, 2022-06

Ithaca: Cornell University Library, arXiv.org

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