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most citedRobustness Certificates for Neural Networks Against Data Poisoning and Evasion Attacks

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math.OC2025

Non-Singularity of the Gradient Descent map for Neural Networks with Piecewise Analytic Activations

Alexandru Crăciun, Debarghya Ghoshdastidar

The theory of training deep networks has become a central question of modern machine learning and has inspired many practical advancements. In particular, the gradient descent (GD)…