Fourier Features in Reinforcement Learning with Neural Networks. - David Brellmann; David Filliat; Goran Frehse (Trans. Mach. Learn. Res., 2023)

On Double Descent in Reinforcement Learning with LSTD and Random Features. - David Brellmann; Eloïse Berthier; David Filliat; Goran Frehse (ICLR, 2024)

Double Descent Meets Out-of-Distribution Detection: Theoretical Insights and Empirical Analysis on the role of model complexity. - Mouïn Ben Ammar; David Brellmann; Arturo Mendoza; Antoine Manzanera; Gianni Franchi (CoRR, 2024)

Experimental and Theoretical Analysis of Reinforcement Learning Algorithms. (Analyse expérimentale et théorique des algorithmes d'apprentissage par renforcement). - David Brellmann (2024)