Classification on Fashion (test)
99.35AccuracyI-NeurAL
Evaluation results
| Method | Links | |
|---|---|---|
| I-NeurALlabel budget=50%2022.10 | 99.35 | |
| NeuAL-NTK-Dlabel budget=20%, T (rounds)=100002022.10 | 99.3 | |
| I-NeurALlabel budget=20%, T (rounds)=100002022.10 | 99.3 | |
| NeuAL-NTK-Dlabel budget=50%2022.10 | 99.3 | |
| I-NeurALlabel budget=10%2022.10 | 99.3 | |
| I-NeurALLabel Budget=3%, T (rounds)=100002022.10 | 99.15 | |
| Marginlabel budget=50%2022.10 | 99.05 | |
| ALPSlabel budget=50%2022.10 | 99.05 | |
| Randomlabel budget=50%2022.10 | 98.95 | |
| Marginlabel budget=20%, T (rounds)=100002022.10 | 98.9 | |
| NeuAL-NTK-Dlabel budget=10%2022.10 | 98.7 | |
| Marginlabel budget=10%2022.10 | 98.6 | |
| ALPSlabel budget=20%, T (rounds)=100002022.10 | 98.3 | |
| Randomlabel budget=20%, T (rounds)=100002022.10 | 98.15 | |
| MarginLabel Budget=3%, T (rounds)=100002022.10 | 98.15 | |
| Oracle-SoftClass Prior=0.82023.10 | 98 | |
| Oracle-HardClass Prior=0.22023.10 | 97.9 | |
| Oracle-SoftClass Prior=0.22023.10 | 97.9 | |
| Oracle-HardClass Prior=0.82023.10 | 97.9 | |
| Oracle-SoftClass Prior=0.52023.10 | 97.8 | |
| NeuAL-NTK-DLabel Budget=3%, T (rounds)=100002022.10 | 97.7 | |
| Oracle-HardClass Prior=0.52023.10 | 97.6 | |
| ALPSlabel budget=10%2022.10 | 97.5 | |
| ConfDiff-ABSClass Prior=0.82023.10 | 97.5 | |
| Randomlabel budget=10%2022.10 | 97.3 | |
| ConfDiff-ReLUClass Prior=0.82023.10 | 97 | |
| ConfDiff-ABSClass Prior=0.52023.10 | 96.7 | |
| ConfDiff-ABSClass Prior=0.22023.10 | 96.5 | |
| ConfDiff-ReLUClass Prior=0.22023.10 | 96.4 | |
| ConfDiff-ReLUClass Prior=0.52023.10 | 96 | |
| RandomLabel Budget=3%, T (rounds)=100002022.10 | 95.7 | |
| ALPSLabel Budget=3%, T (rounds)=100002022.10 | 95.7 | |
| Pcomp-TeacherClass Prior=0.82023.10 | 93.6 | |
| Pcomp-ABSClass Prior=0.82023.10 | 92.1 | |
| Pcomp-TeacherClass Prior=0.52023.10 | 90.3 | |
| Pcomp-ReLUClass Prior=0.82023.10 | 89.7 | |
| ConfDiff-UnbiasedClass Prior=0.52023.10 | 89.6 | |
| ConfDiff-UnbiasedClass Prior=0.22023.10 | 85.5 | |
| Pcomp-TeacherClass Prior=0.22023.10 | 85.3 | |
| Pcomp-ABSClass Prior=0.52023.10 | 85.1 | |
| Pcomp-UnbiasedClass Prior=0.82023.10 | 81.3 | |
| ConfDiff-UnbiasedClass Prior=0.82023.10 | 81 | |
| Pcomp-ReLUClass Prior=0.22023.10 | 80 | |
| Pcomp-ABSClass Prior=0.22023.10 | 80 | |
| Pcomp-UnbiasedClass Prior=0.22023.10 | 73.7 | |
| Pcomp-UnbiasedClass Prior=0.52023.10 | 72.3 | |
| NeuAL-NTK-Flabel budget=20%, T (rounds)=100002022.10 | 51.3 | |
| NeuAL-NTK-FLabel Budget=3%, T (rounds)=100002022.10 | 51.3 | |
| NeuAL-NTK-Flabel budget=50%2022.10 | 51.3 | |
| NeuAL-NTK-Flabel budget=10%2022.10 | 51.3 | |
| Pcomp-ReLUClass Prior=0.52023.10 | 50 |