Graph classification (trajectory- vs cluster-like) on Single-cell graphs Gold subset
86AccuracyDiversity Curves All Metrics
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Diversity Curves All MetricsCategory=Diversity Curves, Classifier=kNN-classification2026.05 | 86 | 82.4 | |
| Shortest Path + Feature Dist.Category=Diversity Curves, Classifier=kNN-classification2026.05 | 86 | 83.1 | |
| Feature Dist.Category=Diversity Curves, Classifier=kNN-classification2026.05 | 84.3 | 80.9 | |
| FEATHERCategory=Embeddings, Classifier=kNN-classification2026.05 | 83 | 82.4 | |
| PH ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 82.9 | 83 | |
| NetLSDCategory=Embeddings, Classifier=kNN-classification2026.05 | 82.3 | 84.8 | |
| Spectral ZooCategory=Embeddings, Classifier=kNN-classification2026.05 | 82.1 | 79.9 | |
| Diffusion Dist.Category=Diversity Curves, Classifier=kNN-classification2026.05 | 80.7 | 79.5 | |
| All ScoresCategory=Scores, Classifier=kNN-classification2026.05 | 80.4 | 79.7 | |
| Kernel WLCategory=Kernel, Classifier=kNN-classification2026.05 | 78.5 | 77.3 | |
| Kernel Pyramid MatchCategory=Kernel, Classifier=kNN-classification2026.05 | 78.4 | 75.7 | |
| Kernel Shortest PathCategory=Kernel, Classifier=kNN-classification2026.05 | 78.2 | 77 | |
| Kernel Core FrameworkCategory=Kernel, Classifier=kNN-classification2026.05 | 78.2 | 77 | |
| Shortest PathCategory=Diversity Curves, Classifier=kNN-classification2026.05 | 77.3 | 75.7 | |
| Graph2VecCategory=Embeddings, Classifier=kNN-classification2026.05 | 74.1 | 79 | |
| Reachability ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 72.7 | 70.9 | |
| Kernel Neighborhood HashCategory=Kernel, Classifier=kNN-classification2026.05 | 70.4 | 66.7 | |
| Vector Norm ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 69.4 | 66.8 | |
| Kernel WL Optimal AssignmentCategory=Kernel, Classifier=kNN-classification2026.05 | 67.9 | 65.3 | |
| TopER All FiltrationsCategory=TopER, Classifier=kNN-classification2026.05 | 67.2 | 64.9 | |
| TopER ForricciCategory=TopER, Classifier=kNN-classification2026.05 | 67 | 61 | |
| TopER PopularityCategory=TopER, Classifier=kNN-classification2026.05 | 66.2 | 56.3 | |
| TopER OlricciCategory=TopER, Classifier=kNN-classification2026.05 | 64.9 | 65.9 | |
| TopER DegreeCategory=TopER, Classifier=kNN-classification2026.05 | 63 | 48 | |
| TopER ClosenessCategory=TopER, Classifier=kNN-classification2026.05 | 62.4 | 47.6 | |
| Diffusion Distance ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 61.1 | 60 | |
| Ripley’s K ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 59.8 | 45.8 |