Classification on N-MNIST (test)
98.77Surrogate Forward AccSAST (best ρ)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAST (best ρ)Architecture=Conv-SNN (~0.42M), ρ=0.302026.04 | 98.77 | — | 1.44 | 97.33 | |
| Baseline surrogate trainingArchitecture=Conv-SNN (~0.42M)2026.04 | 98.68 | — | 7.77 | 90.91 | |
| SASTrho=0.052026.03 | 98.31 | 78.12 | 20.19 | — | |
| SASTrho=0.022026.03 | 97.89 | 74.53 | 23.36 | — | |
| SASTrho=0.102026.03 | 97.86 | 83.35 | 14.51 | — | |
| SASTArchitecture=fc_0p40m, ρ=0.102026.04 | 97.86 | — | 14.51 | 83.35 | |
| SASTrho=0.202026.03 | 97.53 | 90.18 | 7.35 | — | |
| SASTrho=0.302026.03 | 97.21 | 94.73 | 2.48 | — | |
| SASTArchitecture=fc_0p40m, ρ=0.302026.04 | 97.21 | — | 2.48 | 94.73 | |
| SASTrho=0.402026.03 | 96.97 | 94.24 | 2.73 | — | |
| SASTrho=0.502026.03 | 96.55 | 93.18 | 3.37 | — | |
| Baseline surrogate training2026.03 | 96.06 | 65.72 | 30.34 | — | |
| Baseline surrogate trainingArchitecture=fc_0p40m2026.04 | 96.06 | — | 30.34 | 65.72 |