Node Classification on Directed SBM (DSBM) n=600, 3 classes (test)
99.3Test AccuracyMag-Exact-MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mag-Exact-MLPOracle=true, Solver=Exact, Family=MLP2026.07 | 99.3 | 0.06 | |
| Mag-Krylov-HeatOperator=Mag, Solver=Krylov, Family=Heat2026.07 | 98.8 | 0.12 | |
| Mag-Krylov-MLPOperator=Mag, Solver=Krylov, Family=MLP2026.07 | 98.4 | 0.12 | |
| Mag-Exact-HROracle=true, Solver=Exact, Family=HR2026.07 | 98.2 | 0.06 | |
| Mag-Krylov-HROperator=Mag, Solver=Krylov, Family=HR2026.07 | 97.6 | 0.12 | |
| Mag-Krylov-ChebOperator=Mag, Solver=Krylov, Family=Cheb2026.07 | 83.2 | 0.12 | |
| Mag-PEImplementation=eigvecs, Operator=Magnetic2026.07 | 51.1 | 6.5 | |
| Sym-Krylov-HRq=0, Solver=Krylov, Family=HR2026.07 | 34.5 | 0.04 | |
| Mag-Exact-FreeOracle=LLPE oracle, Solver=Exact, Family=Free2026.07 | 34.3 | 0.06 | |
| RWSEImplementation=sym. walks, Operator=Symmetrized random walks2026.07 | 33.4 | 0.21 | |
| Sym-Krylov-Chebq=0, Solver=Krylov, Family=Cheb2026.07 | 33 | 0.04 | |
| LapPEImplementation=sym. eigvecs, Operator=Symmetrized Laplacian2026.07 | 32.6 | 2.04 | |
| Random probesPE variant=Random probes2026.07 | 31.9 | 0 | |
| Sym-Krylov-MLPq=0, Solver=Krylov, Family=MLP2026.07 | 31.1 | 0.04 |