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Causal Graph Discovery on Asia causal graph

88Accuracy

BFS with LLMs

Updated 13d ago

Evaluation Results

Method	Links
BFS with LLMs 2024.02		88	100	88	93	7	0.016	0.23	6.7
BFS with LLMs 2024.02		80	80	100	89	10	0.031	0.28	11
BFS with LLMs 2024.02		80	80	100	89	10	0.031	0.28	11
GES 2024.02		70	78	88	82	9	0.06	0.35	18
GES 2024.02		67	86	75	80	7	0.06	0.31	20
PC 2024.02		55	67	75	71	9	0.1	0.35	29
NOTEARS 2024.02		50	100	50	67	4	0.11	0.33	33
PC 2024.02		50	71	63	67	7	0.1	0.31	33
DAGMA 2024.02		50	100	50	67	4	0.11	0.33	33
DAGMA 2024.02		50	100	50	67	4	0.11	0.33	33
Pairwise 2024.02		47	47	100	64	17	0.14	0.39	36
NOTEARS 2024.02		44	80	50	62	5	0.1	0.27	38
NOTEARS 2024.02		44	80	50	62	5	0.14	0.36	38
Pairwise 2024.02		38	43	75	54	14	0.2	0.45	45
PC 2024.02		33	75	38	50	4	0.24	0.48	50
Pairwise 2024.02		33	35	88	50	20	0.22	0.44	50
GES 2024.02		23	38	38	38	8	0.28	0.44	63
DAGMA 2024.02		22	67	25	36	3	0.28	0.44	64