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urf_law3.lean
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37 lines (30 loc) · 832 Bytes
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-- Unified Rigidity Framework — Law 3
-- Entropy Non-Amplification from Capacity
constant State : Type
constant Obs : Type
constant X : State
constant Y : ℕ → Obs
-- Mutual information
constant MI : State → (ℕ → Obs) → ℝ
constant CMI : State → Obs → (ℕ → Obs) → ℝ
-- URF 0.2: Capacity
axiom capacity :
∀ T : ℕ, MI X Y ≤ 1
-- Chain rule for mutual information
axiom chain_rule :
∀ T : ℕ,
MI X Y =
∑ t in Finset.range T, CMI X (Y t) Y
-- Non-negativity
axiom cmi_nonneg :
∀ t, 0 ≤ CMI X (Y t) Y
-- URF 0.3: Entropy ceiling
theorem urf_law3 :
∀ T t, t < T → CMI X (Y t) Y ≤ 1 :=
by
intro T t ht
have hcap := capacity T
have hsum := chain_rule T
-- each term is bounded by the total sum
-- requires lemma: summand ≤ sum for nonnegative sums
admit