Image Classification on FMNIST (Speedup and Memory)
69.24SpeedupInductive-SUBSELNET
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Inductive-SUBSELNETRAR Target=20%2024.09 | 69.24 | 8.24 | |
| Transductive-SUBSELNETRAR Target=20%2024.09 | 68.36 | 8.24 | |
| Inductive-SUBSELNETRAR Target=10%2024.09 | 28.64 | 22.73 | |
| Transductive-SUBSELNETRAR Target=10%2024.09 | 28.63 | 21.25 | |
| Selection-via-ProxyRAR Target=20%2024.09 | 18.09 | 35.27 | |
| EL2NRAR Target=20%2024.09 | 16.42 | 139.89 | |
| Bottom-b-loss+gumbelRAR Target=20%2024.09 | 10.18 | 59.37 | |
| GLISTERRAR Target=20%2024.09 | 7.85 | 116.36 | |
| EL2NRAR Target=10%2024.09 | 6.5 | 77.63 | |
| GLISTERRAR Target=10%2024.09 | 5.64 | 98.51 | |
| GradMatchRAR Target=20%2024.09 | 5.24 | 243.75 | |
| PruningRAR Target=20%2024.09 | 4.68 | 19.55 | |
| GradMatchRAR Target=10%2024.09 | 4.17 | 136.4 | |
| Selection-via-ProxyRAR Target=10%2024.09 | 3.65 | 168.2 | |
| PruningRAR Target=10%2024.09 | 3.12 | 559.44 | |
| Bottom-b-lossRAR Target=20%2024.09 | 2.98 | 190.4 | |
| Bottom-b-loss+gumbelRAR Target=10%2024.09 | 2.7 | 203.83 | |
| FacLocRAR Target=20%2024.09 | 2.37 | 81.01 | |
| Bottom-b-lossRAR Target=10%2024.09 | 1.68 | 393.28 | |
| GraNdRAR Target=20%2024.09 | 1.18 | 450.73 | |
| FacLocRAR Target=10%2024.09 | 0.82 | 652.67 |