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I am fairly new to RL and I compete in AWS DeepRacer student league. The main task there is to create a reward function. All the hyperparameters and action space are fixed. So far, I know how to shape a single component like speed or steering. I always do like steer_reward^2 or speed^2. But when I try to combine the components together, I am not seeing good results. Is it best to mutliply or add components and are there any resource where I find various maximization functions?

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