Topological Protection Through Validated Memory: A Mathematical Framework for Identity Persistence in Adaptive Systems

We introduce the Coherence-Rupture-Regeneration (CRR) framework, a mathematicaltheory for adaptive systems that maintain identity through discontinuous transformations.The framework’s core innovation is a topological arrow of time that protects system iden-tity via distributed memory encoding whilst permitting local plasticity through rupture-regeneration cycles.Three operators define the dynamics: coherence integration C(t) = R L(x, τ )dτ , rupturedetection via degradation signatures, and validated memory regeneration R[χ] = R ϕ(τ ) exp(C(τ )/Ω)dτ .Critically, the scalar coherence C(t) can reset locally at ruptures whilst the field configura-tion {C(τ )}τ <t persists non-locally, creating topological protection analogous to gauge theoryholonomy or topological quantum states.This local-nonlocal separation generates a validation arrow of time: past states influencefuture reconstruction weighted by accumulated coherence C(τ ), not recency, frequency, orcurrent relevance. This principle—validated memory—differs fundamentally from existingtemporal weighting schemes and generates testable predictions across neuroscience, ecology,and continual learning.We show that CRR’s temporal boundary grows monotonically (topological irrevers-ibility), show how identity persists through field topology whilst local dynamics remainplastic, and demonstrate finite Landauer costs despite apparent information erasure. Aproof-of-concept implementation shows 51% reduction in catastrophic forgetting comparedto baseline, though distinguishing validated from recency weighting requires further experi-mentation.Connections to the Free Energy Principle show CRR as a temporal governance architec-ture that uses, rather than modifies, active inference. The framework introduces memorysignatures (fragile, resilient, oscillatory, chaotic, dialectical) as potential topological phaseswith testable transition dynamics. We identify specific mathematical challenges, empiricaltests, and cross-domain predictions required to validate or refute the framework.Keywords: Topological Protection, Validated Memory, Temporal Dynamics, ActiveInference, Free Energy Principle, Catastrophic Forgetting, Adaptive Systems. Claude Sonnet 4.5 (Anthropic) was used for final Latex Proof and equation checkingContact: [email protected] for enquiries

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-11
DOI
https://doi.org/10.5281/zenodo.17323203
Primary Topic
Ecology and Vegetation Dynamics Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Topological Protection Through Validated Memory: A Mathematical Framework for Identity Persistence in Adaptive Systems

Zenodo (CERN European Organization for Nuclear Research)
Ecology and Vegetation Dynamics Studies
article

Topological Protection Through Validated Memory: A Mathematical Framework for Identity Persistence in Adaptive Systems

article en

Abstract

We introduce the Coherence-Rupture-Regeneration (CRR) framework, a mathematicaltheory for adaptive systems that maintain identity through discontinuous transformations.The framework’s core innovation is a topological arrow of time that protects system iden-tity via distributed memory encoding whilst permitting local plasticity through rupture-regeneration cycles.Three operators define the dynamics: coherence integration C(t) = R L(x, τ )dτ , rupturedetection via degradation signatures, and validated memory regeneration R[χ] = R ϕ(τ ) exp(C(τ )/Ω)dτ .Critically, the scalar coherence C(t) can reset locally at ruptures whilst the field configura-tion {C(τ )}τ <t persists non-locally, creating topological protection analogous to gauge theoryholonomy or topological quantum states.This local-nonlocal separation generates a validation arrow of time: past states influencefuture reconstruction weighted by accumulated coherence C(τ ), not recency, frequency, orcurrent relevance. This principle—validated memory—differs fundamentally from existingtemporal weighting schemes and generates testable predictions across neuroscience, ecology,and continual learning.We show that CRR’s temporal boundary grows monotonically (topological irrevers-ibility), show how identity persists through field topology whilst local dynamics remainplastic, and demonstrate finite Landauer costs despite apparent information erasure. Aproof-of-concept implementation shows 51% reduction in catastrophic forgetting comparedto baseline, though distinguishing validated from recency weighting requires further experi-mentation.Connections to the Free Energy Principle show CRR as a temporal governance architec-ture that uses, rather than modifies, active inference. The framework introduces memorysignatures (fragile, resilient, oscillatory, chaotic, dialectical) as potential topological phaseswith testable transition dynamics. We identify specific mathematical challenges, empiricaltests, and cross-domain predictions required to validate or refute the framework.Keywords: Topological Protection, Validated Memory, Temporal Dynamics, ActiveInference, Free Energy Principle, Catastrophic Forgetting, Adaptive Systems. Claude Sonnet 4.5 (Anthropic) was used for final Latex Proof and equation checkingContact: [email protected] for enquiries

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 39%
Ecology and Vegetation Dynamics Studies
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.

Topological Protection Through Validated Memory: A Mathematical Framework for Identity Persistence in Adaptive Systems · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS