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Causal Graph Discovery on Child (20 nodes, 25 edges)

46Accuracy

BFS with LLMs

Updated 13d ago

Evaluation Results

Method	Links
BFS with LLMs 2024.02		46	63	25	37	-	-	-	-	-
BFS with LLMs 2024.02		46	63	25	-	59	68	5.5	15	37
GES 2024.02		42	58	47	42	-	-	-	-	-
GES 2024.02		42	58	47	-	45	84	8	18	42
Pairwise 2024.02		40	57	24	43	-	-	-	-	-
BFS with LLMs 2024.02		40	57	24	43	-	-	-	-	-
BFS with LLMs 2024.02		40	57	24	-	58	56	6.5	15	43
GES 2024.02		31	44	34	53	-	-	-	-	-
GES 2024.02		31	44	34	-	41	47	8	15	53
Pairwise 2024.02		30	46	27	54	-	-	-	-	-
BFS with LLMs 2024.02		30	46	27	54	-	-	-	-	-
BFS with LLMs 2024.02		30	46	27	-	44	48	7	13	54
PC 2024.02		29	45	37	55	-	-	-	-	-
PC 2024.02		29	45	37	-	38	56	8.5	15.5	55
PC 2024.02		26	42	47	58	-	-	-	-	-
PC 2024.02		26	42	47	-	32	60	10.1	18	58
GES 2024.02		24	38	22	62	-	-	-	-	-
DAGMA 2024.02		24	39	21	61	-	-	-	-	-
GES 2024.02		24	38	22	-	41	36	11	18	62
DAGMA 2024.02		24	39	21	-	43	36	7	12	61
DAGMA 2024.02		22	36	20	64	-	-	-	-	-
DAGMA 2024.02		22	36	20	-	40	32	8	12	64
NOTEARS 2024.02		20	33	17	67	-	-	-	-	-
NOTEARS 2024.02		20	33	17	-	41	28	8.6	13	67
PC 2024.02		19	32	19	68	-	-	-	-	-
NOTEARS 2024.02		19	32	19	68	-	-	-	-	-
PC 2024.02		19	32	19	-	37	28	12	17	68
NOTEARS 2024.02		19	32	19	-	37	28	9.3	14	68
Pairwise 2024.02		16	28	25	-	19	52	17	24	72
NOTEARS 2024.02		14	25	23	75	-	-	-	-	-
DAGMA 2024.02		14	24	41	76	-	-	-	-	-
Pairwise 2024.02		14	25	86	75	-	-	-	-	-
NOTEARS 2024.02		14	25	23	-	26	24	10	13	75
DAGMA 2024.02		14	24	41	-	20	32	13	17	76
Pairwise 2024.02		14	25	86	-	16	56	21	28	75
Pairwise 2024.02		13	23	61	-	16	40	16.5	21.5	76