Plain-English statement
The same Poincare energy argument yields exponential chi-square decay once its density evolution supplies the required dissipation curve.
Mathematical statement
If χ²'(t)=-2D(t) and χ²(t)≤CD(t), then χ²(t)≤χ²(0)exp(-2t/C).
Intuition
At the scalar level, variance and chi-square use the same coercivity-and-dissipation calculation; their distinction belongs to the concrete density representation.
Conditions
- C is positive
- the chi-square curve has the exact -2 dissipation derivative
- Poincare coercivity is available along the curve
Why these conditions cannot be dropped
- the scalar theorem cannot manufacture the Radon-Nikodym density or its evolution
- the exact rate depends on the factor 2 in the dissipation identity
Proof route
- reuse the variance-style Poincare decay theorem
- leave density identification to the downstream semigroup layer
Lean interface notes
- this is not yet a theorem about a particular pair of measures
- the name records the exact source theorem and direction
Read the mathematics first, then descend into Lean
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Lean statement
theorem chewi_theorem_1_2_22_forward
{C : ℝ} (hC : 0 < C) (curve : DissipationCurve 2)
(hPI : ∀ s : ℝ,
curve.energy s ≤ C * curve.dissipation s)
{t : ℝ} (ht : 0 ≤ t) :
curve.energy t ≤
curve.energy 0 * Real.exp (-(2 / C) * t) :=
chewi_theorem_1_2_21_forward hC curve hPI ht
/-- Backward scalar direction of Chewi, Theorem 1.2.22. -/
Open AutoSamplingTheory/TechnicalLemmas/FunctionalInequalities/SemigroupDecay.lean:278published source at 7bcd37294df1