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feat: add EnhancedNewPolicy that supports enhanced-random-exploration - #1

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Mingle-2012 wants to merge 199 commits into
llipengda:mainfrom
Mingle-2012:main
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feat: add EnhancedNewPolicy that supports enhanced-random-exploration#1
Mingle-2012 wants to merge 199 commits into
llipengda:mainfrom
Mingle-2012:main

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@Mingle-2012

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  • My pull request targets the main branch of Kea.

  • I have tested these changes locally on my machine.

This pull request adds a new policy focused on minimizing the count of repeated exploration for random policy.

Changes Include:

  1. Add EnhancedNewPolicy with a hyperparameter decay_factor that controls the decay rate of random choices.
  2. Set 1s timeout for all LLM-generated events of NewPolicy.
  3. Support swipe action for LLM-generated events of NewPolicy.
  4. Check the validity of json string obtained from LLM.
  5. Useless full-LLM-exploration is also added. This radical feature was tested to be likely to explore more pages within the same event count. (Maybe)

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@Mingle-2012
Mingle-2012 marked this pull request as draft May 10, 2025 04:33
@Mingle-2012
Mingle-2012 marked this pull request as ready for review May 10, 2025 04:34
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8 participants