With a reasonably accurate predictor for nodes in the solution, simple linear-time algorithms achieve (1-ε) approximation for densest subgraph and its densest at-most-k variant.
Fast and accurate triangle counting in graph streams using predictions
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Fast and Simple Densest Subgraph with Predictions
With a reasonably accurate predictor for nodes in the solution, simple linear-time algorithms achieve (1-ε) approximation for densest subgraph and its densest at-most-k variant.