Causal Graph Discovery on Asia causal graph benchmark leaderboard · SOTA2 Research

Causal Graph Discovery on Asia causal graph

88AccuracyBFS with LLMs

Evaluation Results

Method	Links
BFS with LLMs2024.02		88	100	88	93	7	0.016	0.23	6.7
BFS with LLMs2024.02		80	80	100	89	10	0.031	0.28	11
BFS with LLMs2024.02		80	80	100	89	10	0.031	0.28	11
GES2024.02		70	78	88	82	9	0.06	0.35	18
GES2024.02		67	86	75	80	7	0.06	0.31	20
PC2024.02		55	67	75	71	9	0.1	0.35	29
NOTEARS2024.02		50	100	50	67	4	0.11	0.33	33
PC2024.02		50	71	63	67	7	0.1	0.31	33
DAGMA2024.02		50	100	50	67	4	0.11	0.33	33
DAGMA2024.02		50	100	50	67	4	0.11	0.33	33
Pairwise2024.02		47	47	100	64	17	0.14	0.39	36
NOTEARS2024.02		44	80	50	62	5	0.1	0.27	38
NOTEARS2024.02		44	80	50	62	5	0.14	0.36	38
Pairwise2024.02		38	43	75	54	14	0.2	0.45	45
PC2024.02		33	75	38	50	4	0.24	0.48	50
Pairwise2024.02		33	35	88	50	20	0.22	0.44	50
GES2024.02		23	38	38	38	8	0.28	0.44	63
DAGMA2024.02		22	67	25	36	3	0.28	0.44	64