Adaptive delegation to AI produces path-dependent dynamics with two stable equilibria separated by a separatrix, allowing AI use to improve immediate performance yet yield worse long-run skill than a no-AI baseline.
Semi-supervised learning with gans: Manifold invariance with improved inference
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Path Dependence under Adaptive AI Delegation
Adaptive delegation to AI produces path-dependent dynamics with two stable equilibria separated by a separatrix, allowing AI use to improve immediate performance yet yield worse long-run skill than a no-AI baseline.