EstGraph benchmark evaluates LLMs on estimating properties of very large graphs from random-walk samples that fit in context limits.
2012 Temporal networks.Physics Reports519, 97–125
5 Pith papers cite this work. Polarity classification is still indexing.
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NPC quantifies egonet persistence in temporal networks via similarity measures and topology-controlled null models, revealing an exploration-exploitation trade-off in conference face-to-face data with weak demographic links.
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Extends linear response theory to nonautonomous systems and applies it to optimal fingerprinting for attributing changes to multiple forcings in time-dependent backgrounds, with numerical tests on a climate model.
Temporal community detection applied to six releases of the train-ticket microservice benchmark reveals a stable two-community structure aligned with business processes, plus some multi-community services.
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Spectral Effects Of Heavy-Tailed Vertex Noise In Geometric Graphs
Witness motifs in constrained geometric graphs saturate Weyl bounds on Laplacian perturbations under heavy-tailed noise, with new metrics SC and S3I to distinguish noise-driven spectral effects.