Yeah just looks like Q-Learning to me :/ You just use the rewards to optimize the function that tells you what's the predicted reward at any stage for a given

Yeah just looks like Q-Learning to me :/ You just use the rewards to optimize the function that tells you what's the predicted reward at any stage for a given action. And then take those best acions