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DQN training getting worse

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Zonghao zou
Zonghao zou 2020-10-28
Hello all,
I am trying to train a very simple model with DQN. When I increase the trainning steps, the average/episode reward gest worse and worse. The agent gives deseriable result at a much earlier episode than a later ones.
This is what I had for average reward and epsidoe reward. I know for sure this amount of trainning is way more than sufficient.
This is the parameters I had for this training:
Can anyone help to explain why that happens and what can to do to avoid that from happening?
Thanks

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