Časlav Livada

Deep Q-Network Agents for Game Playing: Systematic Evaluation Across Eight Benchmark and Custom Environments

2026 · Electronics

Deep Q-Networks (DQNs) have achieved strong performance across a range of benchmark tasks; however, their reliability under varying reward structures and planning horizons remains insufficiently characterized. This study presents a systematic cross-environment analysis of DQN …