Unordered structured selection on CIFAR-100 (latent-cluster subset selection)
99.2Cluster Recall (CluRec)BCE thresholding
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BCE thresholdingRuntime (ms)=1.50 ± 0.11, Selection Paradigm=parallel unary2026.05 | 99.2 | 9.9 | 17.6 | 65.69 | |
| Autoregressive pointerRuntime (ms)=15.46 ± 0.22, Selection Paradigm=sequential2026.05 | 85 | 91 | 87.5 | 0.66 | |
| CPLRuntime (ms)=1.71 ± 0.07, Selection Paradigm=contextual plackett-luce2026.05 | 83.9 | 87.9 | 85.3 | 0.8 | |
| k-Means (oracle K)Selection Paradigm=non-learned clustering2026.05 | 77.8 | 77.8 | 77.8 | 0 | |
| Hungarian set predictionRuntime (ms)=1.30 ± 0.08, Selection Paradigm=matching-based2026.05 | 66.5 | 59.2 | 61.7 | 1.32 |