Behavior-Guided Actor-Critic: Improving Exploration via Learning Policy Behavior Representation for Deep Reinforcement Learning. - Ammar Fayad; Majd Ibrahim (CoRR, 2021)

Influence-based Reinforcement Learning for Intrinsically-motivated Agents. - Ammar Fayad; Majd Ibrahim (CoRR, 2021)

Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning. - Majd Ibrahim; Ammar Fayad (CoRR, 2022)

On Slicing Optimality for Mutual Information. - Ammar Fayad; Majd Ibrahim (NeurIPS, 2023)

Unsupervised Learning Approach to Anomaly Detection in Gravitational Wave Data. - Ammar Fayad (CoRR, 2024)