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Tag: gan

  • PrAda-GAN: A Private Adaptive Generative Adversarial Network with Bayes Network Structure

    PrAda-GAN: A Private Adaptive Generative Adversarial Network with Bayes Network Structure arXiv:2511.07997v1 Announce Type: new Abstract: We revisit the problem of generating synthetic data under differential privacy. To address the core limitations of marginal-based methods, we propose the Private Adaptive Generative Adversarial Network with Bayes Network Structure (PrAda-GAN), which integrates the strengths of both GAN-based…

  • Wasserstein-Aitchison GAN for angular measures of multivariate extremes

    Wasserstein-Aitchison GAN for angular measures of multivariate extremes arXiv:2504.21438v1 Announce Type: new Abstract: Economically responsible mitigation of multivariate extreme risks — extreme rainfall in a large area, huge variations of many stock prices, widespread breakdowns in transportation systems — requires estimates of the probabilities that such risks will materialize in the future. This paper develops…