QFI–SM: Spectral Tilts, Large Deviations, and Murphy Scheduling

This paper builds the computable instrumentation layer atop the QFI program. We constructa spectral–tilt calculus for path costs on finite-state flows, define the cumulant generating function(CGF) Λ(t) as the log spectral radius of a tilted operator, and obtain rate functions I(θ) viaconvex duality. An occupancy LDP yields finite-horizon failure exponents and leads to Murphyhorizons Lc—crisp budget lengths that meet a target risk c. We prove a Level–2.5→Level–2contraction lemma for balanced flows and use it to justify Flow Centrality overlays and anaction-derived Action–Betweenness (ABα) centrality as QFI instances. The instrumentationis robust under aggregation by the gap-damped bounds proved in QFI (Primitives), and itscoverage guarantees rest on the regeneration engine developed in QFI–DF. A three-node exampleillustrates end-to-end computation of Λ, I(θ), Lc, and ABα, with an appendix checklist forreproducible toolchains.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-08
DOI
https://doi.org/10.5281/zenodo.17297373
Primary Topic
Urbanization and City Planning
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

QFI–SM: Spectral Tilts, Large Deviations, and Murphy Scheduling

Zenodo (CERN European Organization for Nuclear Research)
Urbanization and City Planning
article

QFI–SM: Spectral Tilts, Large Deviations, and Murphy Scheduling

article en

Abstract

This paper builds the computable instrumentation layer atop the QFI program. We constructa spectral–tilt calculus for path costs on finite-state flows, define the cumulant generating function(CGF) Λ(t) as the log spectral radius of a tilted operator, and obtain rate functions I(θ) viaconvex duality. An occupancy LDP yields finite-horizon failure exponents and leads to Murphyhorizons Lc—crisp budget lengths that meet a target risk c. We prove a Level–2.5→Level–2contraction lemma for balanced flows and use it to justify Flow Centrality overlays and anaction-derived Action–Betweenness (ABα) centrality as QFI instances. The instrumentationis robust under aggregation by the gap-damped bounds proved in QFI (Primitives), and itscoverage guarantees rest on the regeneration engine developed in QFI–DF. A three-node exampleillustrates end-to-end computation of Λ, I(θ), Lc, and ABα, with an appendix checklist forreproducible toolchains.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 37%
Urbanization and City Planning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.