Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint

Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint

Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint


(6 de 35 utilisateurs)

0h 52m 2024 HD

Watch can overfitted deep neural networks in adversarial training generalize? – an approximation viewpoint FilmoFlix. In this talk, I will discuss whether overfitted DNNs in adversarial training can generalize from an approximation viewpoint. We prove by construction the existence of infinitely many adversarial training classifiers on over-parameterized DNNs that obtain arbitrarily small adversarial training error (overfitting), whereas achieving good robust generalization error under certain conditions concerning the data quality, well separated, and perturbation level. This construction is optimal and thus points out the fundamental limits of DNNs under adversarial training with statistical guarantees. Part of this talk comes from our recent work.

Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint (2024)
ver now
Tags:   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint 2024   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint Films online Complet   #Voir   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint en ligne   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint en ligne FilmoFlix   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint Streaming Films Gratuit   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint FilmoFlix Gratuit   #Can overfitted deep neural networks in adversarial training generalize? – An approximation viewpoint Gratuitfilms   #University of Warwick  

Commentaire

User

Similaire