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I'm trying to solve Rubik's cube using deep learning and I came across with DQN, so I decided to give it a try. I developed all the code and started training but I got this results: enter image description here

Loss goes up and test never get better results. I have tried to change learning rate, epsilon greedy decay, reducing scramble moves to one but it still can't solve it with just one move. That's why I would like to know if it just impossible to do it this way or I could miscalculating some values.

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  • $\begingroup$ Is the question theoretical - "is it possible?" or practical - "how to do it"? $\endgroup$
    – Amit Keinan
    Commented Jun 4, 2021 at 13:51

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I think yes, you can, since rubric group can be represented as a grid word environment.

See this link from GitHub, they attempted solving using dqn

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