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Causal Discovery on child

95.2F1 Score

Auto Opt. (Ours)

Updated 7d ago

Evaluation Results

Method	Links
Auto Opt. (Ours) 2026.04		95.2	-	-
MAS Compiler 2026.04		86.1	-	-
Adaptive Skill (Ours) 2026.04		83.8	-	-
Claude Code Raw 2026.04		80.3	-	-
MATMCD (MAS) 2026.04		65.3	-	-
MAC 2024.07		65	15.67	0.05
LLM-SCD 2024.07		61	16.82	0.06
ILS-CSL 2024.07		59	17.54	0.07
Zero-shot 2024.07		57	21.33	0.06
ReAct 2024.07		55	21.67	0.06
MAC 2024.07		44	24.33	0.07
LLM-SCD 2024.07		41	25.15	0.08
MAC 2024.07		41	20.33	0.061
ReAct 2024.07		40	27.67	0.06
ILS-CSL 2024.07		39	26.5	0.09
LLM-SCD 2024.07		39	21.15	0.07
ILS-CSL 2024.07		37	22.4	0.08
PC 2024.07		36	30.67	0.12
PC 2024.07		36	30.67	0.12
PC 2024.07		36	30.67	0.12
Zero-shot 2024.07		35	28.67	0.08
ReAct 2024.07		35	23	0.061
FCI 2024.07		33	39.67	0.17
Zero-shot 2024.07		33	27	0.08
FCI 2024.07		33	39.67	0.17
FCI 2024.07		33	39.67	0.17
LiNGAM 2024.07		26	64.33	0.19
LiNGAM 2024.07		26	64.33	0.19
LiNGAM 2024.07		26	64.33	0.19
GES 2024.07		20	39.33	0.15
GES 2024.07		20	39.33	0.15
GES 2024.07		20	39.33	0.15
Exact Search 2024.07		0	25	0.06
Exact Search 2024.07		0	25	0.06
Exact Search 2024.07		0	25	0.062
FCI(RFCI) 2026.03		-	11	-
FCI + LLM 2026.03		-	7	-
CausalSAGE 2026.03		-	7	-
CausalSAGE 2026.03		-	6	-