Tunable Measures for Information Leakage and Applications to Privacy-Utility Tradeoffs

Jiachun Liao, Oliver Kosut, Lalitha Sankar, +1

IEEE Transactions on Information Theory

Privacy ProtectionEngineeringInformation SecurityInformation LeakageTunable Measure +17

Hypothesis testing under maximal leakage privacy constraints

Jiachun Liao, Lalitha Sankar, Flávio P. Calmon, +1

Privacy ProtectionEngineeringInformation SecurityInformation ForensicsData Science +15

Hypothesis Testing Under Mutual Information Privacy Constraints in the High Privacy Regime

Jiachun Liao, Lalitha Sankar, Vincent Y. F. Tan, +1

IEEE Transactions on Information Forensics and Security

Privacy ProtectionEngineeringInformation SecurityTrue DistributionInformation Privacy +18

A Tunable Measure for Information Leakage

Jiachun Liao, Oliver Kosut, Lalitha Sankar, +1

EngineeringInformation SecurityInformation LeakageData ScienceUncertainty Quantification +17

Hypothesis testing in the high privacy limit

Jiachun Liao, Lalitha Sankar, Vincent Y. F. Tan, +1

Privacy ProtectionEngineeringInformation SecurityInformation LeakageBinary Hypothesis +21

Robustness of Maximal α-Leakage to Side Information

Jiachun Liao, Lalitha Sankar, Oliver Kosut, +1

EngineeringInformation TheoryData ScienceInformation SecurityEntropy +12

Privacy Under Hard Distortion Constraints

Jiachun Liao, Oliver Kosut, Lalitha Sankar, +1

Privacy ProtectionEngineeringInformation SecurityInformation LeakageComputational Complexity +15

Generating Fair Universal Representations Using Adversarial Models

Peter Kairouz, Jiachun Liao, Chong Huang, +3

IEEE Transactions on Information Forensics and Security

Artificial IntelligenceEngineeringMachine LearningData ScienceGenerative Adversarial Network +11

Censored and Fair Universal Representations using Generative Adversarial Models

Peter Kairouz, Jiachun Liao, Chong Huang, +1

Artificial IntelligenceEngineeringMachine LearningData ScienceGenerative Adversarial Network +10

ConvBNet: A Convolutional Network for Building Footprint Extraction

Tong Yu, Panpan Tang, Bo Zhao, +4

IEEE Geoscience and Remote Sensing Letters