A tuned multicore CPU implementation of Louvain is claimed to beat leading CPU and GPU implementations on billion-edge graphs, with a GPU version only matching it.
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CPU vs. GPU for Community Detection: Performance Insights from GVE-Louvain and $\nu$-Louvain
A tuned multicore CPU implementation of Louvain is claimed to beat leading CPU and GPU implementations on billion-edge graphs, with a GPU version only matching it.