A finite-bank MNIST construction shows that an empirical estimator of algorithmic mutual information I(S;W) monotonically tracks the generalization gap in MoE models while providing an accuracy-rate curve via Blahut-Arimoto.
An overview of recent progress in the study of distributed multi-agent coordination
3 Pith papers cite this work. Polarity classification is still indexing.
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LiFE-CD computes the full probability distribution of convergence time for max-consensus over networks with Bernoulli link failures, exactly for acyclic graphs and with tight bounds for cyclic ones via spanning tree reduction.
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Expert Routing for Communication-Efficient MoE via Finite Expert Banks
A finite-bank MNIST construction shows that an empirical estimator of algorithmic mutual information I(S;W) monotonically tracks the generalization gap in MoE models while providing an accuracy-rate curve via Blahut-Arimoto.
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Convergence Time Distributions for Max-Consensus over Unreliable Networks
LiFE-CD computes the full probability distribution of convergence time for max-consensus over networks with Bernoulli link failures, exactly for acyclic graphs and with tight bounds for cyclic ones via spanning tree reduction.