Causal Discovery on Synthetic Time Series - ANM Exp. Fam. benchmark leaderboard · SOTA2 Research

Causal Discovery on Synthetic Time Series - ANM Exp. Fam.

1.77SHDVARLiNGAM

Evaluation Results

Method	Links
VARLiNGAM2026.06		1.77	99	99
FlowMSM (VARL.)2026.06		4.8	98	98
VARLiNGAM*2026.06		6.9	0.96	0.97
FlowMSM (VARL.)2026.06		6.9	0.96	0.97
DYNOTEARS2026.06		10.47	92	92
FlowMSM (DYNO.)2026.06		13.53	91	91
FlowMSM (DYNO.)2026.06		17.63	0.88	0.89
DYNOTEARS*2026.06		17.93	0.88	0.88
Rhino2026.06		31.37	83	83
FlowMSM (Rhino)2026.06		32.7	82	82
MCD2026.06		33.03	0.81	0.83
Rhino*2026.06		33.37	0.81	0.82
FlowMSM (Rhino)2026.06		33.53	0.81	0.82
Rhino2026.06		64.1	66	65
Rhino2026.06		64.4	0.66	0.65
VARLiNGAM2026.06		65.57	0.65	0.65
VARLiNGAM2026.06		65.93	66	65
DYNOTEARS2026.06		66.57	64	64
DYNOTEARS2026.06		69	0.62	0.62
R-PCMCI2026.06		70.01	0.54	0.65
R-PCMCI2026.06		70.98	53	65
FANTOM2026.06		72.29	51	64
CASTOR2026.06		72.72	53	63
FANTOM2026.06		72.84	0.51	0.64
CASTOR2026.06		72.99	0.53	0.63