Learning to Defer on CIFAR-10
0.106Deferral LossMILD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MILDSetup=(I), Cost Type=error2026.04 | 0.106 | 66.87 | 20.75 | 12.38 | — | — | |
| TDEFSetup=(I), Cost Type=error2026.04 | 0.117 | 62.49 | 25.77 | 11.74 | — | — | |
| MILDSetup=(II), Cost Type=error2026.04 | 0.1339 | 45.53 | 22.17 | 21.57 | 10.73 | — | |
| TDEFSetup=(II), Cost Type=error2026.04 | 0.148 | 46.95 | 18.64 | 23.08 | 11.33 | — | |
| MILDSetup=(III), Cost Type=error2026.04 | 0.1507 | 32.92 | 20.27 | 18.58 | 16.97 | 11.26 | |
| TDEFSetup=(III), Cost Type=error2026.04 | 0.1554 | 33.16 | 22.08 | 18.13 | 16.16 | 10.47 | |
| MILDSetup=(III), Cost type=error + cost2026.04 | 0.4022 | 12.72 | 24.22 | 7.99 | 39.51 | — | |
| TDEFSetup=(III), Cost type=error + cost2026.04 | 0.4121 | 27.39 | 18.78 | 4.24 | 12.58 | — | |
| MILDSetup=(II), Cost type=error + cost2026.04 | 0.4432 | 20.9 | 19.41 | 21.12 | 38.57 | — | |
| TDEFSetup=(II), Cost type=error + cost2026.04 | 0.4538 | 26.88 | 19.5 | 23.58 | 30.05 | — | |
| MILDSetup=(I), Cost type=error + cost2026.04 | 0.5242 | 10.09 | 23.2 | 66.71 | — | — | |
| TDEFSetup=(I), Cost type=error + cost2026.04 | 0.5413 | 22.93 | 33.11 | 43.96 | — | — |