Cell division link prediction on C. elegans cell lineage (test)
0.839AUCDevoTG TGN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DevoTG TGNEvaluation checkpoint=best-validation-AUC, Number of seeds=5, Reporting=mean ± std, Architecture=TransformerConv graph attention2026.06 | 0.839 | 0.763 | |
| Static GNN (GAT, no memory)Evaluation checkpoint=best-validation-AUC, Number of seeds=5, Reporting=mean ± std, Architecture=TransformerConv graph attention2026.06 | 0.577 | 0.563 | |
| Random baselineEvaluation checkpoint=best-validation-AUC, Number of seeds=5, Reporting=mean ± std2026.06 | 0.539 | 0.553 | |
| Degree heuristic (PA)Evaluation checkpoint=best-validation-AUC, Number of seeds=5, Reporting=mean ± std2026.06 | 0.463 | 0.488 |