Node-private community detection in sparse SBMs requires a logarithmic privacy budget for exact recovery, with matching upper and lower bounds on the minimax risk that separate statistical signal from privacy cost.
Holland, Kathryn Blackmond Laskey, and Samuel L einhardt
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
math.ST 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Node-Private Community Detection in Stochastic Block Models
Node-private community detection in sparse SBMs requires a logarithmic privacy budget for exact recovery, with matching upper and lower bounds on the minimax risk that separate statistical signal from privacy cost.