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Adaptive Windowing for Multi-Armed Bandits #71

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Changes:

  • Added adaptive windowing mechanism to detect and handle concept drift in MAB modelsץ
  • Introduced ActionsManager class to handle action memory and updates with configurable window sizesץ
  • Refactored Model class hierarchy to support model resetting and memory managementץ
  • Added support for infinite and fixed-size windows with change detection via delta parameterץ
  • Enhanced test coverage for adaptive windowing functionality across MAB variantsץ

@shaharbar1 shaharbar1 added the enhancement New feature or request label Dec 31, 2024
@shaharbar1 shaharbar1 force-pushed the feature/adaptive_windowing branch 9 times, most recently from 035259b to bdba9e4 Compare January 1, 2025 12:46
@shaharbar1 shaharbar1 force-pushed the feature/adaptive_windowing branch 6 times, most recently from 0f98552 to 913968d Compare January 13, 2025 06:27
@Shahar-Bar
Adaptive Windowing for Multi-Armed Bandits
92df9b1 
 ### Changes:
 * Added adaptive windowing mechanism to detect and handle concept drift in MAB models.
 * Introduced ActionsManager class to handle action memory and updates with configurable window sizes.
 * Refactored Model class hierarchy to support model resetting and memory management.
 * Added support for infinite and fixed-size windows with change detection via delta parameter.
 * Enhanced test coverage for adaptive windowing functionality across MAB variants.
@shaharbar1 shaharbar1 force-pushed the feature/adaptive_windowing branch from 913968d to 92df9b1 Compare January 16, 2025 09:47
@shaharbar1 shaharbar1 requested a review from Yoav-T February 4, 2025 13:16
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@adarmiento adarmiento Awaiting requested review from adarmiento

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@j3rom3c j3rom3c Awaiting requested review from j3rom3c

@Yoav-T Yoav-T Awaiting requested review from Yoav-T

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@shaharbar1 @Shahar-Bar