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Intrinsic-Extrinsic Coupling in Learning Dynamics

arXiv · AI, language, vision and robotics · article · Sep 24, 2026 · UTC

A learner's current observations need not determine its response to further training. We formulate intrinsic-extrinsic coupling through the continuation-conditioned value of a constrained learning-state intervention, with observation-relative fibers describing present agreement. An executable finite-frame classifier-head write protects current logits while repairing specified historical margins under finite-precision acceptance checks. We distinguish local admissibility, continuation-conditioned intervention value, and complete-policy performance. A matched four-cell contrast identifies readou

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Evidence & attribution

First collected: 2026-09-25T06:12:46.948Z. This is not the publication date.