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.
Potential downstream impact is methodological: practitioners may avoid over-interpreting latent usage as shared meaning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.