Accuracy and Training Time on MNISTAdd 4 digits
93.28AccuracyA-NeSI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| A-NeSIInference Protocol=Neural approximation2026.06 | 93.28 | 25.75 | |
| DSL (exact)Inference Protocol=Exact2026.06 | 92.7 | — | |
| BP-EMInference Protocol=Exact (sum-product BP)2026.06 | 92.53 | 1.33 | |
| BP-std (exact)Inference Protocol=Exact (sum-product BP)2026.06 | 92.16 | 2.21 | |
| EXALInference Protocol=Sampling-based2026.06 | 90.71 | 4.17 | |
| BP-EM-MInference Protocol=Max-product BP2026.06 | 33.44 | 1.33 |