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[CS.AI] VGPT-RSI: Boundary Certificates and Verified Progress on Riemann Hypothesis

Published at: 2026-06-16 22:00 Last updated: 2026-06-17 01:38
#algorithm #Mathematics #optimization

Abstract

The Riemann Hypothesis remains one of the central unsolved problems in mathematics. Rather than claiming proof, we investigate whether a verifiable AI-assisted reasoning system can produce reliable, formally checked partial progress while explicitly identifying the remaining mathematical obstructions. We apply the Verifiable Growing Physical Transformer with Recursive Self-Improvement (VGPT-RSI) to two RH-adjacent certification tasks.

First, we construct and verify a finite RH-boundary certificate for inequality on a parameterized safe lower curve over a region. The numerical boundary curve is converted into a certificate-backed lower curve, audited using outward-rounded interval arithmetic and Arb/FLINT ball arithmetic, and then checked in Rocq/CoqInterval for the parameterized theorem.

Second, we initiate a formal Lagarias-route certificate. Lagarias criterion states that RH is equivalent to the global inequality. We formalize the finite quantity and produce a Coq-checked finite certificate. The final system identifies the exact unresolved mathematical bottlenecks: formalizing the Lagarias equivalence, proving the global tail theorem beyond any finite cutoff, and potentially reducing counterexamples to colossally abundant or related extremal integers.

These results demonstrate that VGPT-RSI can produce certified RH-adjacent formal progress, organize proof dependencies, and avoid overclaiming when the remaining obstruction is genuinely mathematical.

Blogger's Review: This study showcases the potential of AI-assisted formal verification methods in tackling complex mathematical problems, particularly the significant issue of the Riemann Hypothesis. By constructing boundary certificates and clarifying unresolved obstacles, VGPT-RSI offers new insights and tools for further mathematical exploration. It not only advances the development of formal mathematics but also provides a compelling example of AI's application in the mathematical field.

Original Source: https://arxiv.org/abs/2606.15096

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