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Benchmarks
Event-to-event Causal Discovery on Synthetic SCMs (|X|=1000, L=64, epsilon=0.05, tau=3.10^-5, N=128) (test)
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28.6
SHD
TRACE
0.824
188.312
375.8
563.288
Mar 17, 2026
SHD
F1 Score
Precision
Updated 4mo ago
Evaluation Results
Method
Method
Links
SHD
F1 Score
Precision
TRACE
Backbone=LLaMA
2026.03
28.6
91
89
Neural Granger
Backbone=LLaMA
2026.03
100.2
69
71
Shapley Value Sampling
Backbone=LLaMA
2026.03
148
60
55
Saliency (Input x Gradient)
Backbone=LLaMA
2026.03
160.2
67
51
Random
2026.03
218.8
1
4
Attention
Backbone=BERT
2026.03
321
50
35
Frequency
2026.03
723
9
6
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