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04/20/2023
DPAF: Image Synthesis via Differentially Private Aggregation in Forward Phase
Differentially private synthetic data is a promising alternative for sen...
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10/26/2021
CAFE: Catastrophic Data Leakage in Vertical Federated Learning
Recent studies show that private training data can be leaked through the...
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09/04/2021
Real-World Adversarial Examples involving Makeup Application
Deep neural networks have developed rapidly and have achieved outstandin...
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03/03/2021
Formalizing Generalization and Robustness of Neural Networks to Weight Perturbations
Studying the sensitivity of weight perturbation in neural networks and i...
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03/02/2021
Adversarial Examples for Unsupervised Machine Learning Models
Adversarial examples causing evasive predictions are widely used to eval...
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02/23/2021
Non-Singular Adversarial Robustness of Neural Networks
Adversarial robustness has become an emerging challenge for neural netwo...
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09/24/2018