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.
Openfhe: Open-source fully homomorphic encryption library
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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.