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.
Conditional Hamiltonian ensemble and response predictions
Smooth finite-dimensional nonrelativistic Hamiltonian models on an actually complete invariant domain; canonical normalizability, regular compact-shell hypotheses, sampled-map ergodicity, and compact response conditions are explicit and separate. No measured equilibration or generic ergodicity is claimed.
Statement
Adopt the selected smooth nonrelativistic Hamiltonian model and preparation of Adopted classical Hamiltonian dynamics and preparation. The following are conditional model deductions, with no experimental premise.
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If and is finite and positive, the canonical probability is invariant under the unforced Hamiltonian flow. For any absolutely continuous initial law covered by Liouville probability transport and constant fine entropy, its Liouville-transported density preserves the reference-measure fine entropy whenever that entropy is finite.
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Under full AC, let , let the canonical phase be open , let , and let be open. Suppose on and is compact in for every compact . For each with nonempty shell , if the flow preserves a full compact regular band containing , that shell has a finite positive weighted area law invariant under that flow. Critical levels and noncompact bands are outside this prediction.
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If is a Borel probability on invariant under every flow map and the selected time map is ergodic for (every Borel with has ), then for each bounded Borel observable , the model's continuous-time average of converges -almost surely and in to its ensemble mean. This is a typical-initial-state prediction, not a claim for every trajectory or every finite observation window.
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In the compact response regime and with the unperturbed canonical preparation, perturbing to gives the exact first-order response of Exact finite-time response on a compact Hamiltonian phase. It does not assert that the required correlation decays or that a noncompact physical system satisfies the compact hypotheses.
In SI mechanical units, is in J, absolute temperature is in K, is the adopted primitive energy-temperature conversion constant in J/K, is in J, and the action scale is in J s. Observables and control fields retain the units declared in the response theorem. These deductions establish what follows inside the adopted model, not that nature obeys the model.
Facts & Assumptions
Given: The adopted Hamiltonian model and prepared law; where invoked, finite positive canonical normalization; ergodicity of the selected sampled map; and the compact smooth-control response hypotheses.
Full AC is carried for the regular-shell branch of the mathematical supplier used below; is carried for its completed measure-theory suppliers. These are mathematical assumptions, not physical postulates (The Axiom of Choice, The Axiom of Countable Choice ()).
For the canonical clause, and .
For the time-average clause, , is invariant under every flow map, and is ergodic for in the strict-invariance convention: implies for Borel .
For the response clause, is compact without boundary, are smooth, is smooth on the finite time slab, is the unperturbed initial law, and has the units specified in the cited response theorem.
For the shell clause, , is open, , is open, on , and is compact in for every compact . The chosen energy is , its shell is nonempty, and the Hamiltonian flow is a diffeomorphism on and preserves a full compact band containing that shell.
Adopted classical Hamiltonian dynamics and preparation: the flow and preparation are adopted model assumptions. This does not assert empirical validity.
Invariant energy-weighted and regular-shell probabilities: the energy-weighted canonical law is invariant under the stated normalizability condition; regular shells at energies require full AC, , compact inverse images of compact subsets of , and nonzero gradient on .
Liouville probability transport and constant fine entropy: an absolutely continuous probability density is transported by , and finite reference-measure fine entropy is constant.
Conditional sampled and continuous-time averages: for the chosen ergodic time map, bounded-observable time averages converge almost surely and in to the invariant ensemble mean.
Exact finite-time response on a compact Hamiltonian phase: in the specified compact unperturbed canonical model, the derivative with respect to the dimensionless perturbation is .
Proof
Given: [A1]–[A5], the adopted postulate [F1], and the exact mathematical interfaces [F2]–[F5].
Under [A2], the first clause of [F2] makes a normalized invariant probability on the actual complete domain. Under [A1] and [A5], the selected and its nonempty shell meet the second clause of [F2], which gives the regular-shell prediction, with its finite positive normalization and invariance only on the specified band. For any initial density satisfying [F3], the transported law and its finite fine entropy have the conclusions stated in clause 1. Each conclusion is conditional on the normalization, shell, or integrability condition in its supplier.
Under [A3], the flow, probability, observable, and chosen time map meet the hypotheses of [F4]. Its limit is the ensemble mean for and holds almost surely and in ; it does not turn the limit into a statement about every initial state or a finite sample.
Under [A4], all variables and the perturbation match the compact response theorem [F5]. Applying its exact conditional formula gives clause 4, with no further long-time limit unless a separate correlation-decay hypothesis is added. The result is a deduction within the adopted model, not a measurement or proof of physical applicability.
Remarks
The postulate fixes the model's physical formulation and preparation. Normalizability, ergodicity, and correlation decay are separate mathematical conditions; none is inferred from Hamiltonian form alone. Experiments may test predictions from a specified model, but this theorem contains no reported observations.
Depends on
Adopted classical Hamiltonian dynamics and preparation
Invariant energy-weighted and regular-shell probabilities
Liouville probability transport and constant fine entropy
Conditional sampled and continuous-time averages
Exact finite-time response on a compact Hamiltonian phase
The Axiom of Countable Choice ()
The Axiom of Choice