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Claim 5 source and falsification audit
Public source and scope
- Primary source: https://ar5iv.labs.arxiv.org/html/2603.02429
- Retrieved: 2026-07-22 with a browser User-Agent
- Retrieved HTML SHA-256:
7031d50a4323d0de060fe8d4c7e65dea340e5cd576a2e9b5f42663d5c1576716 - Audited scope: Section 6, Lemma 6.1; Appendix E, Lemma E.1; Appendix I, Lemmas I.3-I.5.
Lemma 6.1 states, under -beta I <= Hessian(V) <= H <= beta I, that each of
E_mu[||grad V(x)||^2], andE_mu[p^T H p]
is at most tr(H) + beta KL(mu || pi).
Valid-assumption counterexample family
For every integer d >= 1 and scalar s > 1, set
V(x) = ||x||^2 / 2,H = I, andbeta = 1;pi = N(0,I_d)_x x N(0,I_d)_p;mu = N(0,sI_d)_x x N(0,sI_d)_p.
All assumptions hold because Hessian(V)=I and -I <= I <= H=I <= I.
The two left sides both equal d s. The joint Gaussian KL is
KL(mu || pi) = d (s - 1 - log(s)).
Therefore the claimed right side is d (s - log(s)), and each left side
exceeds it by exactly d log(s), which is positive for every s > 1.
This is a family of analytic counterexamples in every dimension, not a
finite-sample or discretization effect.
Source proof mismatch
Appendix E substitutes U=quantity/(4 beta) into the Donsker-Varadhan bound
and invokes the Appendix I moment-generating estimates. Its displayed
rearrangement yields the weaker bounds
2 tr(H) + 4 beta KL(mu || pi),
not the tr(H) + beta KL(mu || pi) bounds in the lemma statement. The
executable counterexamples violate the statement while satisfying this weaker
Appendix E bound in every preregistered case.
Reproduction classification
Claim 5 is falsified as literally stated. This finding does not assert that the weaker Appendix E inequalities are false, nor does it determine which constants the downstream convergence theorems actually require.