Author

Qinyou Wang

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Preprint Aug 2026

Fiber Fingerprints of Hidden Learning-State Dynamics

A learning system can occupy execution states that are indistinguishable under every declared present-behavior readout yet respond differently to future training. We formalize this through fiber fingerprints: controlled future-learning response laws restricted to present-behavior equivalence classes. Prefix-compatible...

Qin-You Wang · 3 citations · ⚡1

#machine learning Preprint Sep 2026

Intrinsic-Extrinsic Coupling in Learning Dynamics

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-he...

Qin-You Wang · 0 citations

Preprint Aug 2026

Revelation Control

Revelation Control is the problem of choosing priced interventions that reveal hidden state only insofar as the revealed distinctions can change a consequential decision, while accounting separately for any useful progress created by the intervention itself. We develop this theory for learning systems, where states equ...

Qin-You Wang · 1 citation