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For questions related to deep reinforcement learning (DRL), that is, RL combined with deep learning. More precisely, deep neural networks are used to represent e.g. value functions or policies.

1 vote

Can I add additional arguments to my custom Gym Environment?

There is a typo in class SliceEnv(gym.Env, **braid): def __init__(self, **braid): Instead it should be class SliceEnv(gym.Env): def __init__(self, **braid): Are you sure you need kwarg? Why …
penkovsky's user avatar
  • 284
0 votes
1 answer
279 views

How to reduce the number of episodes before the agent learns in this game?

The initial environment state is 0.25. Each time step the agent performs a discrete action of 0 or 1. If action is 1, then the new state will be state + 0.1. If action is 0, the new state will be stat …
penkovsky's user avatar
  • 284
1 vote

RL framework to optimize my custom multi-agent simulator

Disclaimer: I have only experience with the first three frameworks. Among those three, I would suggest RLlib for the multi-agent situation: Distributed training based on Ray library Out-of-box multia …
penkovsky's user avatar
  • 284
2 votes

How do I get started with multi-agent reinforcement learning?

After checking the Internet, you will probably find several resources such as https://github.com/mohammadasghari/dqn-multi-agent-rl https://rlss.inria.fr/files/2019/07/RLSS_Multiagent.pdf https://arx …
penkovsky's user avatar
  • 284