BanditRLlib
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Lean module · Probability layer

BanditRLProof.MeasurablePullCount

# Measurability of local pull counts This module proves that the recursive pull-count process is measurable when the action trace is timewise measurable. It stays before expectation and before scalar-cast pull-count identities.

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Imports

BanditRLProof.MeasureFoundation, BanditRLProof.LeafLemmas

Imported by

BanditRLProof, BanditRLProof.Algorithms.UCB, BanditRLProof.MeasurablePullCountCast

Declarations

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theorem BanditRLProof.measurable_pullCount Compiled

The local recursive pull count is measurable at each finite horizon. This is the `MEAS-PULLCOUNT` bridge. It prepares expected pull-count leaves without introducing measures, integration, filtration, or concentration.

theorem measurable_pullCount {Omega : Type u} {Action : Type v} [MeasurableSpace Omega] [MeasurableSpace Action] [MeasurableSingletonClass Action] [MeasurableSpace Nat] [MeasurableAdd₂ Nat] [DecidableEq Action] (action : Omega -> ActionTrace Action) (haction : forall t : Nat, Measurable (fun omega : Omega => action omega t)) (a : Action) (n : Nat) : Measurable (fun omega : Omega => pullCount (action omega) a n)