Alphabeta Math
DefinitionDefinition: Literature-sourcedProof: Not applicablePipeline-generatedjudge pass (gpt-6-luna)
How statement and proof provenance work

The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.

  • Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
  • AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
  • AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.

These labels describe origin, not correctness: citations and verification chips remain separate evidence.

Finite-alphabet lossy source coding with decoder-only side information

Definition

Let (Xt,Yt)t≥1 be an IID pair with joint pmf PXY on finite nonempty alphabets X×Y, as the k=2 instance of Finite-alphabet IID multisource. Let X^ be finite nonempty and let d:X×X^→[0,dmax⁡] be the finite bounded single-letter distortion from Single-letter and block distortion. For xn=(x1,…,xn) and x^n=(x^1,…,x^n), define

dn(xn,x^n):=1n∑t=1nd(xt,x^t).

A length-n, M-message Wyner-Ziv code consists of a deterministic encoder fn:Xn→[M] and deterministic decoder gn:[M]×Yn→X^n. The encoder observes only Xn; the decoder observes both the message and Yn. Its rate is n−1ln⁡M nats per source symbol, and its expected distortion is E[dn(Xn,gn(fn(Xn),Yn))].

A pair (R,D) is operationally achievable if there are increasing blocklengths nj→∞ and such codes with lim sup⁡jnj−1ln⁡Mj≤R and lim sup⁡jE[dnj]≤D. Define RWZop(D) as the infimum of achievable rates.

For a finite auxiliary alphabet U, a test channel is a stochastic kernel PU∣X together with a deterministic map g:Y×U→X^, under the joint law PXYU=PXYPU∣X. It has U−X−Y, expected distortion E[d(X,g(Y,U))], and conditional mutual information I(X;U∣Y) from Finite conditional mutual information. Define the single-letter candidate RWZ(D):=inf⁡U finite,PU∣X,gE[d(X,g(Y,U))]≤DI(X;U∣Y), with value +∞ if the feasible set is empty. This definition alone makes no operational equality claim; the following theorem proves it and the cardinality lemma makes the finite minimum explicit.

Remarks

Every reproduction has distortion at least Dmin⁡:=E[min⁡x^∈X^d(X,x^)], and the finite alphabet allows U=X with a fixed pointwise minimizer to attain it. The zero-rate distortion is Dmax⁡:=min⁡h:Y→X^E[d(X,h(Y))]; there are finitely many maps h, and a constant auxiliary with a minimizing h attains it. The block code has only the encoder and decoder interfaces displayed in the statement; there is no encoder-side observation of Yn.

Depends on

Used by

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Sources