Event-to-event Causal Discovery on Synthetic SCMs (|X|=1000, L=64, epsilon=0.05, tau=3.10^-5, N=128) (test)
28.6SHDTRACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACEBackbone=LLaMA2026.03 | 28.6 | 91 | 89 | |
| Neural GrangerBackbone=LLaMA2026.03 | 100.2 | 69 | 71 | |
| Shapley Value SamplingBackbone=LLaMA2026.03 | 148 | 60 | 55 | |
| Saliency (Input x Gradient)Backbone=LLaMA2026.03 | 160.2 | 67 | 51 | |
| Random2026.03 | 218.8 | 1 | 4 | |
| AttentionBackbone=BERT2026.03 | 321 | 50 | 35 | |
| Frequency2026.03 | 723 | 9 | 6 |