DESIGN uses encrypted node degrees to prune graphs and adaptively choose polynomial activations, reporting 1.7x-2.4x speedups over a basic FHE GNN baseline.
Homomorphic encryption standard
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CR 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
DESIGN: Encrypted GNN Inference via Server-Side Input Graph Pruning
DESIGN uses encrypted node degrees to prune graphs and adaptively choose polynomial activations, reporting 1.7x-2.4x speedups over a basic FHE GNN baseline.