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I seem to understand. The new gym environment is different. If you directly use 'Breakout-v0', you will skip four frames in the middle. You should use 'BreakoutNoFrameskip-v0'
The best reward would be 30, that all. But by replacing Gym with ROM directly, the output would be very different, very stable reward around 300~400
I dont' know exactly what's wrong with Gym
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