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cs.LG2026
Imaginative Generative AI: Crossing the Entropy Wall into Worlds Beyond Imitation
Farzan Farnia, Hossein Goli, Amin Gohari
Generative AI models are primarily designed to imitate the data distribution, an objective that neither corrects diversity lost by a learned generator nor defines how generation sh…
cs.LG2025
Medix: Out-of-Distribution Detection from Unlabeled Wild Data via Robust Gradient Statistics
Momin Abbas, Ali Falahati, Hossein Goli +1
Out-of-distribution (OOD) detection plays a crucial role in ensuring the robustness of machine learning systems deployed in real-world applications. Recent approaches have explored…
cs.LG2024★ 1 cited
Certified Adversarial Robustness via Partition-based Randomized Smoothing
Hossein Goli, Farzan Farnia
A reliable application of deep neural network classifiers requires robustness certificates against adversarial perturbations. Gaussian smoothing is a widely analyzed approach to ce…