Weight-space INR classification on CIFAR-10 (test)
73.2Test AccuracyINR2JLS
Evaluation Results
| Method | Links | |
|---|---|---|
| INR2JLS#Params=~6M2026.07 | 73.2 | |
| INR2ARRAYBackbone=NFT2023.05 | 63.4 | |
| INR2ARRAY (NFT)#Params=~59M2026.07 | 63.4 | |
| NG-T#Params=~6M, Probe features=642026.07 | 57.7 | |
| NG-GNN#Params=~6M, Probe features=642026.07 | 55.11 | |
| NFN2023.05 | 46.6 | |
| NFN#Params=~135M2026.07 | 46.6 | |
| Spatial NFN2023.05 | 45.6 | |
| INR2ARRAYBackbone=NFN2023.05 | 45.4 | |
| Monomial-NFN Quasiparameters=≈ 3%2026.04 | 35.32 | |
| Monomial-NFN tunedparameters=≈ 3%2026.04 | 34.26 | |
| Monomial-NFN2026.04 | 34.23 | |
| NP2026.04 | 33.74 | |
| HNP2026.04 | 31.61 | |
| MLP2026.04 | 10.48 |