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Ayfer Ozgur

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titleconferencedate
Training generative models from locally privatized data via entropic optimal transportTrust in Decentralized Systems 20262026-03-16
Claim: entropic optimal transport lets a GAN trained only on locally privatized samples recover the raw data distribution rather than the noise-convolved one…
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Privacy Amplification from Structured Algorithmic RandomnessLearning from Heterogeneous Sources 20262026-02-23
Claim: inherent algorithmic randomness in compression, model partitioning and structured subsampling measurably amplifies privacy so external Gaussian noise…
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