Recursive Polycentric Moderation (RPM) : Application of the Localities — Neighbors — Distants Framework to Digital Platforms

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Autore principale: Lebel, Sylvain
Natura: Recurso digital
Lingua:inglese
Pubblicazione: Zenodo 2026
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author Lebel, Sylvain
author_facet Lebel, Sylvain
contents <p>Recursive Polycentric Moderation (RPM) is a distributed governance architecture for online platforms in which moderation emerges from recursive, multi-community decision processes rather than centralized enforcement.</p> <p>The model separates local neighbor judgment from distant network evaluation, and introduces a structured appeal mechanism allowing contested content to propagate through progressively broader institutional layers.</p> <p>Using large-scale agent-based simulations on community-structured scale-free networks, we evaluate RPM under baseline conditions, varying decision thresholds, strategic manipulation, and network size up to 10,000 users.</p> <p>Results show a sharp moderation threshold tied to content extremity, stable exposure rates of approximately 2–3% independent of network scale, bounded degradation under adversarial behavior, and systematic recursive escalation of moderated content.</p> <p>These findings suggest that large-scale content moderation can be achieved as an emergent property of polycentric network structures, without centralized censorship or global ranking algorithms.</p> <p><strong>This version includes the complete simulation code, figure-generation scripts, and publication-quality figures enabling full reproducibility of the reported results.</strong></p> <p>Theoretical framework reference:<br>Recursive Polycentric Governance (RPG)<br>https://zenodo.org/records/18306005</p> <p>Project website:<br>https://sylebel.net</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18371288
institution Zenodo
language eng
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Recursive Polycentric Moderation (RPM) : Application of the Localities — Neighbors — Distants Framework to Digital Platforms
Lebel, Sylvain
content moderation
polycentric governance
recursive systems
social networks
platform regulation
digital governance
algorithmic governance
decentralization
agent-based simulation
computational social science
polycentric moderation
scale invariance
<p>Recursive Polycentric Moderation (RPM) is a distributed governance architecture for online platforms in which moderation emerges from recursive, multi-community decision processes rather than centralized enforcement.</p> <p>The model separates local neighbor judgment from distant network evaluation, and introduces a structured appeal mechanism allowing contested content to propagate through progressively broader institutional layers.</p> <p>Using large-scale agent-based simulations on community-structured scale-free networks, we evaluate RPM under baseline conditions, varying decision thresholds, strategic manipulation, and network size up to 10,000 users.</p> <p>Results show a sharp moderation threshold tied to content extremity, stable exposure rates of approximately 2–3% independent of network scale, bounded degradation under adversarial behavior, and systematic recursive escalation of moderated content.</p> <p>These findings suggest that large-scale content moderation can be achieved as an emergent property of polycentric network structures, without centralized censorship or global ranking algorithms.</p> <p><strong>This version includes the complete simulation code, figure-generation scripts, and publication-quality figures enabling full reproducibility of the reported results.</strong></p> <p>Theoretical framework reference:<br>Recursive Polycentric Governance (RPG)<br>https://zenodo.org/records/18306005</p> <p>Project website:<br>https://sylebel.net</p>
title Recursive Polycentric Moderation (RPM) : Application of the Localities — Neighbors — Distants Framework to Digital Platforms
topic content moderation
polycentric governance
recursive systems
social networks
platform regulation
digital governance
algorithmic governance
decentralization
agent-based simulation
computational social science
polycentric moderation
scale invariance
url https://doi.org/10.5281/zenodo.18371288