Recognition Dynamics: Conservation, Coherence, and Event Records

Recognition dynamics must specify what events record. We construct a coherent native operation that retains complete current, an unrestricted integer field, and histories realized by successive minimum-cost postings. Its iterates preserve earlier record blocks, and its isometry has an explicit unitary completion with a positive generator. Every protected input has at least one-quarter probability in each event-count parity. Three recording procedures give exact retained-sector probabilities 1/4, 9/32, and 3/8. Simultaneous conservation of native clock energy and number forces every collective one-channel observable to be conserved, at every finite channel count. These results meet in a quantitative implementation constraint: a conserving realization of the full-current instrument with r native reference channels must disturb their joint state by trace distance at least 5/(8r). The event record and the reference account impose exact, observable restrictions on recognition dynamics.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-12
DOI
https://doi.org/10.5281/zenodo.22718404
Primary Topic
Advanced Memory and Neural Computing
Type
preprint
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preprint

Recognition Dynamics: Conservation, Coherence, and Event Records

Washburn
Zenodo (CERN European Organization for Nuclear Research)
Advanced Memory and Neural Computing
preprint

Recognition Dynamics: Conservation, Coherence, and Event Records

Washburn
preprint en

Abstract

Recognition dynamics must specify what events record. We construct a coherent native operation that retains complete current, an unrestricted integer field, and histories realized by successive minimum-cost postings. Its iterates preserve earlier record blocks, and its isometry has an explicit unitary completion with a positive generator. Every protected input has at least one-quarter probability in each event-count parity. Three recording procedures give exact retained-sector probabilities 1/4, 9/32, and 3/8. Simultaneous conservation of native clock energy and number forces every collective one-channel observable to be conserved, at every finite channel count. These results meet in a quantitative implementation constraint: a conserving realization of the full-current instrument with r native reference channels must disturb their joint state by trace distance at least 5/(8r). The event record and the reference account impose exact, observable restrictions on recognition dynamics.

Zenodo (CERN European Organization for Nuclear Research)
University of Cologne (DE)
Life in Land
Advanced Memory and Neural Computing
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