Defines the neural codebook channel K_{e→d}(j|i) and proves a Bernoulli-KL bound on encoder-decoder mismatch in VAEs that cannot be recovered from marginal histograms or mutual information.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Bounded agents induce capacity-derived semantic spaces via quotient POMDPs, with a structural phase transition making intent-preserving communication impossible below a critical rate determined by quotient mismatch.
citing papers explorer
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Lost and Found in Translation: Variational Diagnostics for Neural Codebook Channels
Defines the neural codebook channel K_{e→d}(j|i) and proves a Bernoulli-KL bound on encoder-decoder mismatch in VAEs that cannot be recovered from marginal histograms or mutual information.
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Semantic Rate-Distortion for Bounded Multi-Agent Communication: Capacity-Derived Semantic Spaces and the Communication Cost of Alignment
Bounded agents induce capacity-derived semantic spaces via quotient POMDPs, with a structural phase transition making intent-preserving communication impossible below a critical rate determined by quotient mismatch.