Author

Shen Yin

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Jul 2026

Closed-Loop Knowledge Dynamics: An Operational Framework for Saturation and Escape

This analysis explains why conditional mutual information alone cannot certify escape and measures variation among intervention-conditioned updates rather than departure from the no-intervention law.

Xuening Wu, Shan Yu, Shen Yin · arXiv.org · 0 citations