Causal Discovery on Auto
3SHDGES
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GESBackbone=Gemini-2.0-Flash2024.07 | 3 | 32 | 57 | |
| GESBackbone=DeepSeek-R12024.07 | 3 | 32 | 57 | |
| GESBackbone=GPT-4o2024.07 | 3 | 32 | 57 | |
| MACBackbone=Gemini-2.0-Flash2024.07 | 4.33 | 19 | 61 | |
| MACBackbone=DeepSeek-R12024.07 | 4.33 | 21 | 56 | |
| LLM-SCDBackbone=DeepSeek-R12024.07 | 4.95 | 23 | 53 | |
| FCIBackbone=Gemini-2.0-Flash2024.07 | 5 | 24 | 25 | |
| FCIBackbone=DeepSeek-R12024.07 | 5 | 24 | 25 | |
| FCIBackbone=GPT-4o2024.07 | 5 | 24 | 25 | |
| MACBackbone=GPT-4o2024.07 | 5 | 23 | 43 | |
| LLM-SCDBackbone=Gemini-2.0-Flash2024.07 | 5.1 | 22 | 58 | |
| ILS-CSLBackbone=DeepSeek-R12024.07 | 5.41 | 25 | 51 | |
| ILS-CSLBackbone=Gemini-2.0-Flash2024.07 | 5.5 | 25 | 55 | |
| LLM-SCDBackbone=GPT-4o2024.07 | 5.55 | 25 | 41 | |
| ILS-CSLBackbone=GPT-4o2024.07 | 5.95 | 27 | 39 | |
| ReActBackbone=GPT-4o2024.07 | 6.33 | 28 | 37 | |
| ReActBackbone=DeepSeek-R12024.07 | 6.67 | 32 | 33 | |
| Zero-shotBackbone=GPT-4o2024.07 | 6.75 | 32 | 26 | |
| Exact SearchBackbone=Gemini-2.0-Flash2024.07 | 7 | 44 | 15 | |
| Zero-shotBackbone=Gemini-2.0-Flash2024.07 | 7 | 32 | 20 | |
| Exact SearchBackbone=DeepSeek-R12024.07 | 7 | 44 | 15 | |
| Zero-shotBackbone=DeepSeek-R12024.07 | 7 | 33 | 29 | |
| Exact SearchBackbone=GPT-4o2024.07 | 7 | 44 | 15 | |
| ReActBackbone=Gemini-2.0-Flash2024.07 | 7.67 | 35 | 32 | |
| PCBackbone=Gemini-2.0-Flash2024.07 | 8 | 48 | 14 | |
| LiNGAMBackbone=Gemini-2.0-Flash2024.07 | 8 | 48 | 14 | |
| PCBackbone=DeepSeek-R12024.07 | 8 | 48 | 14 | |
| LiNGAMBackbone=DeepSeek-R12024.07 | 8 | 48 | 14 | |
| PCBackbone=GPT-4o2024.07 | 8 | 48 | 14 | |
| LiNGAMBackbone=GPT-4o2024.07 | 8 | 48 | 14 |