Between the Nodes, the Spline Decides: The Interpolation Price Inside a Model-Independent Dark Energy Measurement

Prices the interpolation step inside Wang & Freese's model-independent dark energy measurement (arXiv:2505.17415): controls reproduce the target's printed AIC = 20.20 / BIC = 26.38 exactly and return its printed (w0, wa) = (-0.46, -1.62) to 1.7e-08; eight honest interpolations of the target's own published X(z) nodes then derive w(2/3) anywhere from -1.20 (cubic spline) through exactly -1.00 (PCHIP) to -0.86 (linear), and w(2.33) from -3.34 (the target's spline, which also invents an X bump to 1.097 in the data gap) to -1.13 -- while the distances the data measure move by at most 0.39%. The data constrain an integral; w is a derivative; between the nodes, the spline decides.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23926487
Primary Topic
Cosmology and Gravitation Theories
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Between the Nodes, the Spline Decides: The Interpolation Price Inside a Model-Independent Dark Energy Measurement

William Alexander Aldred
Zenodo (CERN European Organization for Nuclear Research)
Cosmology and Gravitation Theories
preprint

Between the Nodes, the Spline Decides: The Interpolation Price Inside a Model-Independent Dark Energy Measurement

William Alexander Aldred
preprint en

Abstract

Prices the interpolation step inside Wang & Freese's model-independent dark energy measurement (arXiv:2505.17415): controls reproduce the target's printed AIC = 20.20 / BIC = 26.38 exactly and return its printed (w0, wa) = (-0.46, -1.62) to 1.7e-08; eight honest interpolations of the target's own published X(z) nodes then derive w(2/3) anywhere from -1.20 (cubic spline) through exactly -1.00 (PCHIP) to -0.86 (linear), and w(2.33) from -3.34 (the target's spline, which also invents an X bump to 1.097 in the data gap) to -1.13 -- while the distances the data measure move by at most 0.39%. The data constrain an integral; w is a derivative; between the nodes, the spline decides.

Zenodo (CERN European Organization for Nuclear Research)
Cosmology and Gravitation Theories
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.

Laika access coming soon