HeartScale Coherence Rejection Sampling: Inference-Time Alignment via Hidden-State Geometry

HeartScale Coherence Rejection Sampling (HCRS) enforces alignment at inference time using hidden-state geometry — no reward model required. This revision adds a Reference Implementation & Verification note to Data Availability: the paper's falsifiable claims are now numerically verified in the open-source harmonic-engine package (tests/test_new_math.py, passing on CPU). The zero-veto coherence evaluator and product Fisher–Rao vortex drift are implemented and tested in harmonic_engine/geometry.py.

Authors

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-16
DOI
https://doi.org/10.5281/zenodo.20710556
Primary Topic
Cardiac electrophysiology and arrhythmias
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

HeartScale Coherence Rejection Sampling: Inference-Time Alignment via Hidden-State Geometry

Weslyn Cory Whitehead
Zenodo (CERN European Organization for Nuclear Research)
Cardiac electrophysiology and arrhythmias
article

HeartScale Coherence Rejection Sampling: Inference-Time Alignment via Hidden-State Geometry

Weslyn Cory Whitehead
article en

Abstract

HeartScale Coherence Rejection Sampling (HCRS) enforces alignment at inference time using hidden-state geometry — no reward model required. This revision adds a Reference Implementation & Verification note to Data Availability: the paper's falsifiable claims are now numerically verified in the open-source harmonic-engine package (tests/test_new_math.py, passing on CPU). The zero-veto coherence evaluator and product Fisher–Rao vortex drift are implemented and tested in harmonic_engine/geometry.py.

Zenodo (CERN European Organization for Nuclear Research)
Klamath Community College (US)
Openalex Percentile: Top 7%
Cardiac electrophysiology and arrhythmias
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.