Multi-Level Deep Q-Networks: Taking Reinforcement Learning Forward
The field of reinforcement learning (RL) has significantly transformed machine learning by allowing agents to acquire optimal behaviors via their interactions with the environment. Deep Q-Networks (DQNs) have advanced RL by integrating deep neural networks for the purpose of approximating Q-values, which fundamentally serve to forecast the long-term value associated with executing a particular action…