Collision fiber sizes determine precise zero-error compression bounds and rate-distortion laws for semantic identity, establishing symbolic mechanisms as necessary complements to non-injective neural representations.
The rate-distortion function for source coding with side information at the decoder
2 Pith papers cite this work. Polarity classification is still indexing.
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Disjoint codebooks create a codebook diversity gain in one-shot broadcast JSCC distinct from channel diversity, with hybrid partitioning outperforming fully shared or fully disjoint codebooks.
citing papers explorer
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Semantic Identity Compression: Zero-Error Laws, Rate-Distortion, and Neurosymbolic Necessity
Collision fiber sizes determine precise zero-error compression bounds and rate-distortion laws for semantic identity, establishing symbolic mechanisms as necessary complements to non-injective neural representations.
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One-Shot Broadcast Joint Source-Channel Coding with Codebook Diversity
Disjoint codebooks create a codebook diversity gain in one-shot broadcast JSCC distinct from channel diversity, with hybrid partitioning outperforming fully shared or fully disjoint codebooks.