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DPGEN: Differentially Private Generative Energy-Guided Network for Natural Image Synthesis
Despite an increased demand for valuable data, the privacy concerns associated with sensitive datasets present a barrier to data sharing.
Deterministic Certification to Adversarial Attacks via Bernstein Polynomial Approximation
Theoretical analyses and experimental results indicate that our method is promising for classifier smoothing and robustness certification.
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