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Enable random seeding in POUCT / POMCP for deterministic behavior #39

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zkytony opened this issue Oct 31, 2023 · 0 comments
Open

Enable random seeding in POUCT / POMCP for deterministic behavior #39

zkytony opened this issue Oct 31, 2023 · 0 comments
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call contribution appreciated enhancement New feature or request

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@zkytony
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zkytony commented Oct 31, 2023

Make it so that POUCT/POMCP planning result could be deterministic. This requires seeding both sampling states from the belief and sampling from generative models. A random generator or a seed number should be provided when creating the planner and passed into the agent. This would imply quite a lot of changes as each domain would have to update the sample methods of its models to be using the passed-in random generator. By default, no seed is provided and the behavior should be random (non-deterministic).

@zkytony zkytony added the enhancement New feature or request label Oct 31, 2023
@zkytony zkytony added call contribution appreciated and removed call contribution appreciated labels Mar 11, 2024
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