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06/09/2023
McFIL: Model Counting Functionality-Inherent Leakage
Protecting the confidentiality of private data and using it for useful c...
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05/20/2023
SneakyPrompt: Evaluating Robustness of Text-to-image Generative Models' Safety Filters
Text-to-image generative models such as Stable Diffusion and DALL·E 2 ha...
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10/26/2022
Addressing Heterogeneity in Federated Learning via Distributional Transformation
Federated learning (FL) allows multiple clients to collaboratively train...
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03/14/2022
GraphTrack: A Graph-based Cross-Device Tracking Framework
Cross-device tracking has drawn growing attention from both commercial c...
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02/28/2022
EdgeMixup: Improving Fairness for Skin Disease Classification and Segmentation
Skin lesions can be an early indicator of a wide range of infectious and...
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03/04/2021
Defending Medical Image Diagnostics against Privacy Attacks using Generative Methods
Machine learning (ML) models used in medical imaging diagnostics can be ...
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01/05/2021
Practical Blind Membership Inference Attack via Differential Comparisons
Membership inference (MI) attacks affect user privacy by inferring wheth...
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04/12/2020
PatchAttack: A Black-box Texture-based Attack with Reinforcement Learning
Patch-based attacks introduce a perceptible but localized change to the ...
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12/05/2017