Semantic channel theory achieves deductive compression where minimum block length under closure fidelity depends on the irredundant semantic core size rather than full knowledge-base size.
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Sharper information-theoretic generalization bounds for differentially private algorithms obtained via typicality arguments that improve prior mutual-information results and add new maximal-leakage bounds.
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Semantic Channel Theory: Deductive Compression and Structural Fidelity for Multi-Agent Communication
Semantic channel theory achieves deductive compression where minimum block length under closure fidelity depends on the irredundant semantic core size rather than full knowledge-base size.
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On the Generalization Error of Differentially Private Algorithms via Typicality
Sharper information-theoretic generalization bounds for differentially private algorithms obtained via typicality arguments that improve prior mutual-information results and add new maximal-leakage bounds.