Franck Gabriel

Franck Gabriel is an Associate Professor at University Claude Bernard Lyon 1, affiliated with the Institut de Science Financière et d'Assurances (ISFA). His research bridges Machine Learning, Economics/Blockchain, Mathematical Physics, and Random Matrices, with notable work on neural tangent kernels, DeFi protocols, and asymptotic matrix theory.

Research Focus:

• Machine Learning: Theoretical analysis of neural networks, kernel methods, and generalization bounds.
• Blockchain Economics: Decentralized finance, staking mechanisms, and smart contract design.
• Mathematical Physics: Holonomy fields, Yang-Mills theory, and random matrix asymptotics.

Recent Publications highlight trends in denoising diffusion models, free probability in matrix theory, and DeFi credit systems. His work often integrates cross-disciplinary approaches, merging deep learning with financial technology and quantum field theory.

Scientific Awards:

• 2025 AI 2000 Most Influential Scholar Award in Theory
• 2024 AI 2000 Most Influential Scholar Award in Theory
• 2023 AI 2000 Most Influential Scholar Award in Theory

As an organizer of the ISFA Seminar, he fosters interdisciplinary discussions in insurance, economics, and machine learning. His collaborations span institutions like Ecole Polytechnique Fédérale de Lausanne, Courant Institute, and EPFL.