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,
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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.
Modifying Laplacian weights produces leaderless affine formation motions in the plane, with an analytic solution via complex-number eigenvectors and eigenvalues.
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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.
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Leaderless Collective Motion in Affine Formation Control over the Complex Plane
Modifying Laplacian weights produces leaderless affine formation motions in the plane, with an analytic solution via complex-number eigenvectors and eigenvalues.