Stanford Seminar - Persistent and Unforgeable Watermarks for Deep Neural Networks
YouTube
60 Cursos
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Resumen
Explore un seminario de Stanford sobre marcas de agua persistentes e infalsificables para redes neuronales profundas. Profundice en la creciente popularidad de las redes neuronales profundas, sus desafíos de entrenamiento y la importancia de la protección de la propiedad intelectual para los propietarios de modelos.
Aprenda sobre varias técnicas de marca de agua, incluyendo la inserción mediante regularizadores, puertas traseras y compromisos criptográficos. Descubra dos nuevas técnicas de entrenamiento: valores fuera de límites y incrustación nula. Examine el concepto de filtros maravillosos y su papel en el diseño de marcas de agua.
Comprenda el proceso de generación, inyección y verificación de marcas de agua. Evalúe la efectividad de estas técnicas basándose en baja distorsión, fiabilidad, ausencia de falsos positivos, capacidades de autenticación, resistencia a la piratería y persistencia.
Obtenga información sobre el futuro de las marcas de agua en redes neuronales profundas y sus implicaciones para la protección de la propiedad intelectual en el campo de la inteligencia artificial.
Universidad: Universidad de Stanford
Proveedor: YouTube
Categorías: Cursos de Aprendizaje Profundo, Cursos de Criptografía
