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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.

Measure-Preserving Systems and Mixing Criteria — Examples

1 · Prerequisites

2 · Summary

The equal-mass two-point space makes preservation and pullback explicit. Swapping the atoms preserves measure and exchanges the two function coordinates. The identity preserves the same probability but has a nontrivial invariant set, showing why ergodicity is an additional requirement.

3 · Logical flowchart

4 · Definitions, theorems and proofs

None yet.

5 · Examples, counterexamples and false statements

ExampleConstruction: AI-generatedVerification: AI-adaptedjudge pass (gpt-5.6-terra)audited 2026-09-10Open item page →

A preserving permutation on two equal atoms

Example

On X={0,1}, A=P(X) and μ(E)=E/2, the swap T(0)=1, T(1)=0 is a measure-preserving probability transformation.

Facts & Assumptions

[F1]

A measurable self-map preserves measure exactly when every measurable inverse image has the original measure Measure-preserving transformations and systems.

Verification

Given: The objects and hypotheses in the statement.

1.1

The masses of ,{0},{1},X are respectively 0,1/2,1/2,1. A disjoint countable family has at most two nonempty members, so adding their cardinalities proves countable additivity of μ. Every inverse image is a subset of X and is measurable.

given
2.1

The inverse images of those four sets are ,{1},{0},X, respectively. Their masses are unchanged, so μ(T1E)=μ(E) for every measurable E. This is measure preservation.

F1step 1.1
CounterexampleConstruction: AI-generatedVerification: AI-adaptedjudge pass (gpt-5.6-terra)audited 2026-09-10Open item page →

A preserving identity need not be ergodic

Statement refuted

The assertion “every measure-preserving probability transformation is ergodic” is false.

Facts & Assumptions

[F1]

Every strictly invariant set in an ergodic system must be null or conull Ergodicity relative to an invariant measure.

Counterexample

Given: The objects and hypotheses in the statement.

1.1

Take X={0,1} with all subsets measurable, μ(E)=E/2, and T(x)=x. The measure is countably additive because a disjoint family has at most two nonempty members. Its total mass is one. For every subset E, T1E=E, so T is measurable and preserves probability.

given
2.1

The set E={0} is strictly invariant and has μ(E)=μ(XE)=1/2>0. It is neither null nor conull, contradicting the ergodicity requirement. The specified T is therefore a counterexample.

F1step 1.1
ExampleConstruction: AI-generatedVerification: AI-adaptedjudge pass (gpt-5.6-terra)audited 2026-09-10Open item page →

The Koopman matrix for a two-point swap

Example

For the two-point probability space with masses 1/2,1/2 and swap T, the Koopman operator sends (a,b) to (b,a), has matrix (0110), and preserves every real or complex Lp norm for 1p.

Facts & Assumptions

[F1]

Koopman acts by composing each function with T The Koopman operator.

[F2]

Every probability-preserving pullback preserves Lp norms, including infinity Koopman operators are linear isometries.

Verification

Given: The objects and hypotheses in the statement.

1.1

The cardinality measure μ(E)=E/2 is countably additive, since a disjoint family has at most two nonempty members. The inverse images of ,{0},{1},X are ,{1},{0},X, with masses 0,1/2,1/2,1. Hence the swap is measurable and preserves this probability measure. For f(0)=a,f(1)=b, pullback gives UTf(0)=b,UTf(1)=a, the displayed matrix formula.

F1given
2.1

For finite p, UT(a,b)p=((bp+ap)/2)1/p=(a,b)p. For infinity, both norms equal max{a,b}. Thus the direct calculation, including zero coordinates, agrees with the general Koopman isometry theorem.

F2step 1.1

Sources