Number of RNS Parts

The paper recommends starting with m = 2 and increasing it until accuracy plateaus. An RNS epoch processes about |E|/m induced edges across all batches. The number of RNS batches per epoch strongly affects accuracy even when other training…

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The paper recommends starting with m = 2 and increasing it until accuracy plateaus. An RNS epoch processes about |E|/m induced edges across all batches. The number of RNS batches per epoch strongly affects accuracy even when other training hyperparameters are independently tuned. Increasing m can damage topology by increasing diameter or removing too much connectivity.