Coordinate Choice and Estimated Local Dynamics

A synthetic methods audit of two local conditional-velocity estimators under invertible linear maps. It distinguishes passive coordinate changes with metric transport from changes in neighbourhood geometry, and separates transformation correctness from estimator accuracy and information loss. The study does not establish nonlinear-chart invariance or neural representation-independent dynamics.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-03
DOI
https://doi.org/10.5281/zenodo.23888901
Primary Topic
Neural Networks and Applications
Type
preprint
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preprint

Coordinate Choice and Estimated Local Dynamics

Robin Langell
Zenodo (CERN European Organization for Nuclear Research)
Neural Networks and Applications
preprint

Coordinate Choice and Estimated Local Dynamics

Robin Langell
preprint en

Abstract

A synthetic methods audit of two local conditional-velocity estimators under invertible linear maps. It distinguishes passive coordinate changes with metric transport from changes in neighbourhood geometry, and separates transformation correctness from estimator accuracy and information loss. The study does not establish nonlinear-chart invariance or neural representation-independent dynamics.

Zenodo (CERN European Organization for Nuclear Research)
Neural Networks and Applications
DOIOpen Access PDFOpenAlex
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Coordinate Choice and Estimated Local Dynamics — Robin Langell · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS