Stanford Seminar - Persistent and Unforgeable Watermarks for Deep Neural Networks
YouTube
60 Cours
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Aperçu
Explorez un séminaire de Stanford sur les watermarks persistants et infalsifiables pour les réseaux neuronaux profonds. Plongez dans la popularité croissante des DNN, leurs défis de formation et l'importance de la protection de la propriété intellectuelle pour les propriétaires de modèles.
Découvrez diverses techniques de watermarking, y compris l'incrustation grâce aux régularisateurs, les portes dérobées et les engagements cryptographiques. Découvrez deux nouvelles techniques de formation : les valeurs hors limites et l'incrustation nulle. Examinez le concept de filtres merveilleux et leur rôle dans la conception de watermarks.
Comprenez le processus de génération, d'injection, et de vérification des watermarks. Évaluez l'efficacité de ces techniques en fonction de la faible distorsion, de la fiabilité, de l'absence de faux positifs, des capacités d'authentification, de la résistance au piratage, et de la persistance.
Obtenez des perspectives sur l'avenir du watermarking des DNN et ses implications pour la protection de la propriété intellectuelle dans le domaine de l'intelligence artificielle.
Université : Université de Stanford
Fournisseur : YouTube
Catégories : Cours d'Apprentissage Profond, Cours de Cryptographie
