BanditRLlib
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Lean module · Probability layer

BanditRLProof.ConcentrationFintypeTelescopingAllTime

# Finite-index telescoping all-time confidence union This module specializes the reusable finite-index/countable-time outer-measure union bound to the confidence schedule `delta / ((n+1)(n+2))`. Its reciprocal grows polynomially, so logarithmic confidence radii retain logarithmic time growth. The theorem only composes supplied event bounds; it is not a stochastic-process or UCB result.

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BanditRLProof.ConcentrationFintypeGeometricAllTime

Imported by

BanditRLProof, BanditRLProof.ConditionalRewardPartialTrajectoryTelescopingAllTime

Declarations

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theorem BanditRLProof.Concentration.measure_iUnion_iUnion_fintype_le_delta_of_telescopingConfidenceShare Compiled

Equal per-index telescoping shares at every time compose to the original outer confidence budget.

theorem measure_iUnion_iUnion_fintype_le_delta_of_telescopingConfidenceShare {Omega : Type u} {Idx : Type v} [MeasurableSpace Omega] [Fintype Idx] [Nonempty Idx] (mu : Measure Omega) (bad : Nat -> Idx -> Set Omega) (delta : Real) (hdelta : 0 <= delta) (hbad : forall n i, mu (bad n i) <= ENNReal.ofReal (telescopingConfidenceShare delta n / (Fintype.card Idx : Real))) : mu (⋃ n, ⋃ i, bad n i) <= ENNReal.ofReal delta