Share your thoughts, 1 month free Claude Pro on usSee more

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

1.77SHD

VARLiNGAM

Updated 23h ago

Evaluation Results

Method	Links
VARLiNGAM 2026.06		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
DYNOTEARS 2026.06		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
Rhino 2026.06		31.37	83	83
FlowMSM (Rhino) 2026.06		32.7	82	82
MCD 2026.06		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
Rhino 2026.06		64.1	66	65
Rhino 2026.06		64.4	0.66	0.65
VARLiNGAM 2026.06		65.57	0.65	0.65
VARLiNGAM 2026.06		65.93	66	65
DYNOTEARS 2026.06		66.57	64	64
DYNOTEARS 2026.06		69	0.62	0.62
R-PCMCI 2026.06		70.01	0.54	0.65
R-PCMCI 2026.06		70.98	53	65
FANTOM 2026.06		72.29	51	64
CASTOR 2026.06		72.72	53	63
FANTOM 2026.06		72.84	0.51	0.64
CASTOR 2026.06		72.99	0.53	0.63