Stabilizing Dynamical Systems with Model-Free Control: A Deep Q-Network Approach
This approach demonstrates the potential of DQN in scenarios where system assumptions and prior knowledge are impractical or unavailable, while acknowledging that the empirical success in the benchmark environment does not constitute formal control-theoretic stability guarantees.