Causal Graph Discovery on Neuropathic Pain
21.7AccuracyOurs (BFS with LLMs)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Ours (BFS with LLMs)Method Category=LLM Methods2024.02 | 21.7 | 58.3 | 25.1 | 35.1 | 331 | 0.014 | 0.022 | 0.643 | |
| PCNumber of samples=10002024.02 | 4 | 9 | 7 | 8 | 559 | 0.025 | 0.027 | 0.92 | |
| DAGMANumber of samples=10000, Lambda (λ)=02024.02 | 3.3 | 14 | 4 | 6.3 | 214 | 0.059 | 0.063 | 0.94 | |
| DAGMANumber of samples=100, Lambda (λ)=0.012024.02 | 3 | 30 | 3 | 5 | 77 | 0.1 | 0.11 | 0.95 | |
| DAGMANumber of samples=1000, Lambda (λ)=02024.02 | 3 | 9.8 | 4 | 5.7 | 316 | 0.04 | 0.042 | 0.94 | |
| NOTEARSNumber of samples=10000, Lambda (λ)=0.0052024.02 | 3 | 45 | 3.1 | 5.8 | 53 | 0.19 | 0.2 | 0.94 | |
| NOTEARSNumber of samples=100, Lambda (λ)=0.012024.02 | 2.9 | 32 | 3 | 6 | 76 | 0.1 | 0.11 | 0.94 | |
| PCNumber of samples=1002024.02 | 2 | 8 | 3 | 4 | 311 | 0.022 | 0.023 | 0.96 | |
| NOTEARSNumber of samples=1000, Lambda (λ)=0.012024.02 | 2 | 47 | 2 | 4 | 36 | 0.34 | 0.35 | 0.96 |