We proposed Deep Q-Networks (DQN) with model-based exploration, an algorithm combining both model-free and model-based approaches that explores better and learns environments with sparse rewards more efficiently. Detail can be found in the paper: DQN with Model-based exploration.pdf.
- Make sure to have installed necessary packages in your python environment.
- run train_model.py to train.