Multi-Agent Reinforcement Learning

Connectivity-Influence Weighting: A Structural Bias for Graph-Based MARL featured image

Connectivity-Influence Weighting: A Structural Bias for Graph-Based MARL

IEEE CCNC 2026 — a structural bias that weights messages by the connectivity and influence of the agents exchanging them, improving coordination and scalability under partial …

avatar
Reda El Marhouch
•
Learning-Based Distributed Aerial Shepherding of UGV Swarms featured image

Learning-Based Distributed Aerial Shepherding of UGV Swarms

DCOSS-IoT 2025 — a UAV acts as an aerial shepherd guiding a ground vehicle that leads a UGV swarm, with autonomous local-leader selection for cohesion and lower communication …

avatar
Reda El Marhouch
•

AI for Good: Collaborative Heterogeneous Swarms in Partially Known Settings

**IJCAI-ECAI 2022, Vienna** — invited talk at the AI Diversity and Inclusion for Africa (AIDIA) seminar, on multi-agent reinforcement learning for search and rescue and disaster …