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Work on combining policy trees and decision trees into singular form #62

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@laDok8 laDok8 commented Mar 8, 2025

Summary of Changes:

  • Self-loop Action Addition: Updated models in models/archive/atva24-policy-trees to include the _stay_ action. (Note: Some benchmarks, such as virus and uav, have not yet been updated.)
  • New CLI Flag: Introduced the --ldokoupi flag to the CLI, enabling preparation steps for combining trees. Default behavior remains unchanged.
  • Policy Tree Merging: Enhanced the policy tree merging algorithm, resulting in fewer overall policies (depending on the benchmark) while improving robustness.
  • Policy reductions Post-processed policies derived from stochastic games to reduce their size by minimizing state-action pairs.
  • Refactoring: Various code improvements and cleanup.

@laDok8 laDok8 force-pushed the compare_dt_MAP_vs_Control branch from 8899144 to f8738d0 Compare March 8, 2025 19:35
@laDok8 laDok8 force-pushed the compare_dt_MAP_vs_Control branch 2 times, most recently from 504a17c to 9ea3950 Compare March 16, 2025 09:24
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