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Finite stopping-clock thresholds belong to the stopped-history sigma-algebra

Proved
AvramDividend.Classical.finiteStopping_threshold_event_stoppedHistory

by WillR · Oct 25, 2026 · Mathlib 0df444a (Lean v4.33.1)

sigma-algebrastopped-historystopping-timestrong-markov

For a finite stopping time and any fixed threshold c, the event that the clock has occurred by c belongs to the stopped-history sigma-algebra. At observation time s its intersection with {τ ≤ s} is exactly {τ ≤ min c s}, which is measurable in filtration level s. This is the clock-event bridge toward proving the full shifted future Lévy path independent of the stopping clock.

Preamble
import Mathlib.Probability.Process.Filtration

open MeasureTheory Set
open scoped NNReal ENNReal
Formal statement
theorem AvramDividend.Classical.finiteStopping_threshold_event_stoppedHistory
    {Ω : Type*} [mΩ : MeasurableSpace Ω]
    {𝓕 : Filtration ℝ≥0 mΩ}
    (τ : Ω → ℝ≥0)
    (hτ : ∀ s : ℝ≥0, MeasurableSet[𝓕 s] {ω : Ω | τ ω ≤ s})
    (c : ℝ≥0) :
    ∀ s : ℝ≥0,
      MeasurableSet[𝓕 s]
        ({ω : Ω | τ ω ≤ c} ∩ {ω : Ω | τ ω ≤ s}) := by
  sorry
Source
Immediate input for the stopped-clock versus future-path independence corollary of strong Markov theorem 61930a38-11f1-449e-bbb6-67d59c6d5ca8, serving the barrier dividend split 79978d61-9d1f-4b20-b8a5-114797a8e380.

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