Graph classification (trajectory- vs cluster-like) on Single-cell graphs All Graphs (full set)
76.6AccuracyDiversity Curves All Metrics
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Diversity Curves All MetricsCategory=Diversity Curves, Classifier=kNN-classification, Validation=5-fold stratified cross validation, k neighbors={1, 3, 5, 7, 9}2026.05 | 76.6 | 81 | |
| Shortest Path + Feature Dist.Category=Diversity Curves, Classifier=kNN-classification, Validation=5-fold stratified cross validation2026.05 | 75.9 | 80.8 | |
| Diffusion Dist.Category=Diversity Curves, Classifier=kNN-classification2026.05 | 74.3 | 78.6 | |
| NetLSDCategory=Embeddings, Classifier=kNN-classification2026.05 | 73.1 | 80.2 | |
| Feature Dist.Category=Diversity Curves, Classifier=kNN-classification2026.05 | 72.1 | 75.9 | |
| All ScoresCategory=Scores, Classifier=kNN-classification2026.05 | 71.6 | 76 | |
| FEATHERCategory=Embeddings, Classifier=kNN-classification2026.05 | 71.5 | 77.1 | |
| PH ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 69.7 | 74.7 | |
| Kernel Pyramid MatchCategory=Kernel, Classifier=kNN-classification2026.05 | 68.5 | 72.1 | |
| Shortest PathCategory=Diversity Curves, Classifier=kNN-classification2026.05 | 68.2 | 72.3 | |
| Spectral ZooCategory=Embeddings, Classifier=kNN-classification2026.05 | 67.5 | 73.4 | |
| Kernel WLCategory=Kernel, Classifier=kNN-classification2026.05 | 65.2 | 69.9 | |
| Kernel Shortest PathCategory=Kernel, Classifier=kNN-classification2026.05 | 64.9 | 69 | |
| Kernel Core FrameworkCategory=Kernel, Classifier=kNN-classification2026.05 | 64.9 | 69 | |
| Reachability ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 63.2 | 66.7 | |
| Vector Norm ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 62.6 | 67.1 | |
| TopER All FiltrationsCategory=TopER, Classifier=kNN-classification2026.05 | 62.4 | 66.9 | |
| Graph2VecCategory=Embeddings, Classifier=kNN-classification2026.05 | 62.2 | 64.8 | |
| Kernel WL Optimal AssignmentCategory=Kernel, Classifier=kNN-classification2026.05 | 60 | 62.6 | |
| TopER OlricciCategory=TopER, Classifier=kNN-classification2026.05 | 58.6 | 60.7 | |
| TopER ForricciCategory=TopER, Classifier=kNN-classification2026.05 | 58.1 | 60 | |
| LandscapeCategory=Scores, Classifier=kNN-classification2026.05 | 57 | 58.6 | |
| Kernel Neighborhood HashCategory=Kernel, Classifier=kNN-classification2026.05 | 56.8 | 58.8 | |
| Ripley’s K ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 53.2 | 55.9 | |
| Diffusion Distance ScoreCategory=Scores, Classifier=kNN-classification2026.05 | 52 | 51.6 | |
| TopER PopularityCategory=TopER, Classifier=kNN-classification2026.05 | 51.6 | 54.3 | |
| TopER ClosenessCategory=TopER, Classifier=kNN-classification2026.05 | 50.5 | 52 | |
| TopER DegreeCategory=TopER, Classifier=kNN-classification2026.05 | 50.3 | 52.1 |