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Haibo Yang

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#artificial intelligence Preprint Sep 2026

Why Ghost Outputs Teach: A Kernel-Based Understanding of Subliminal Learning

A chained cross-task kernel is derived that explicitly links ghost-output supervision to changes in task predictions through shared backbone representations, providing the first learning-dynamics-based theoretical explanation of how ghost-output supervision gives rise to subliminal learning.

Zhe Li, B. Ying, Chao-Sheng Dong et al. · 0 citations

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