Partitioning assigns nodes to workers or contexts to improve locality and scale. Cross-partition edges add communication, consistency, and privacy costs, so semantic boundaries matter.

Graph Partitioning Trades Locality Against Cut Cost

Federated designs keep data within organizational or device boundaries while sharing updates, queries, or aggregate evidence. Metadata leakage, poisoning, and unequal participation remain risks.

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