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Condition Number Estimation on Sparse Linear Systems 2-norm

100Accuracy (LRE < 0.5)Exact
27.246.16583.9Mar 10, 2026

Evaluation results

MethodLinks
Exact2026.031001,032.57587.67——100
GNN2026.0310011.2510.513.944.86100
ExactMean Time (ms)=999.47, Std Time (ms)=562.112026.03100————100
GNNMean Time (ms)=25.57, Std Time (ms)=22.712026.03100——0.01190.0974100
LanczosIterations=102026.0362232.4681.0447.3680.26100
LanczosMean Time (ms)=225.86, Std Time (ms)=82.45, Iterations=102026.0362——0.46980.8018100
LanczosIterations=52026.0333150.25121.554.0283.25100
LanczosMean Time (ms)=145.75, Std Time (ms)=117.68, Iterations=52026.0330——0.53780.8252100