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cs.MA2025
A Semi Centralized Training Decentralized Execution Architecture for Multi Agent Deep Reinforcement Learning in Traffic Signal Control
Arash Rezaali, Pouria Yazdani, Monireh Abdoos
Multi-agent reinforcement learning (MARL) has emerged as a promising paradigm for adaptive traffic signal control (ATSC) of multiple intersections. Existing approaches typically fo…
cs.MA2021
Improved Reinforcement Learning in Cooperative Multi-agent Environments Using Knowledge Transfer
Mahnoosh Mahdavimoghaddam, Amin Nikanjam, Monireh Abdoos
Nowadays, cooperative multi-agent systems are used to learn how to achieve goals in large-scale dynamic environments. However, learning in these environments is challenging: from t…