Topological suite for deep learning: enhanced model reliability, stability and performance

• Unité de recherche: INNOSUISSE
• Numéro de projet: 41665.1 IP-ICT
• Titre du projet anglais: Topological suite for deep learning: enhanced model reliability, stability and performance

Description succincte (Allemand)

Topological suite for deep learning: enhanced model reliability, stability and performance

Description succincte (Anglais)

Topological suite for deep learning: enhanced model reliability, stability and performance

Résumé des résultats (Abstract) (Allemand)

This project is about discovering and developing new topological tools to unbox artificial intelligence. We will exploit the higher order notions of connectivity and stability that topological data analysis provides to enhance the robustness, performance and reliability of deep learning models.