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September 24, 2025Open Access

JX-Graph 1.0: An MDL-Based Framework for Auditing Complexity Shifts in Platform Dynamics

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AAKIOHOTTA

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Overview

Proposed framework audits hidden interventions in digital platforms, suggesting new metrics for transparency.

Key Points

  • The framework introduces four diagnostic metrics to analyze platform dynamics and intervention impacts.
  • Network tension, symmetry divergence, jump-history entropy, and description-length change capture critical shifts.
  • Initial testing on a cycle graph reveals how localized interventions affect all four metrics significantly.
  • There are challenges with empirical validation and scalability, indicating the need for further research.

Cite This Study

AKIOHOTTA (2025) studied this question.

synapsesocial.com/papers/68d6d8978b2b6861e4c3eda9https://doi.org/10.31235/osf.io/yrhgf_v1
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