Restarted Bayesian Online Change-point Detection for Non-Stationary Markov Decision Processes. - Réda Alami; Mohammed Mahfoud; Eric Moulines (CoLLAs, 2023)

A Risk-Averse Framework for Non-Stationary Stochastic Multi-Armed Bandits. - Réda Alami; Mohammed Mahfoud; Mastane Achab (ICDM (Workshops), 2023)

Forecasting Rare Language Model Behaviors. - Erik Jones; Meg Tong; Jesse Mu; Mohammed Mahfoud; Jan Leike; Roger B. Grosse; Jared Kaplan; William Fithian; Ethan Perez; Mrinank Sharma (CoRR, 2025)

Learning Decision Trees as Amortized Structure Inference. - Mohammed Mahfoud; Ghait Boukachab; Michal Koziarski; Alex Hernández-García; Stefan Bauer; Yoshua Bengio; Nikolay Malkin (CoRR, 2025)