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Published at October 31

Identifying General Mechanism Shifts in Linear Causal Representations

cs.LG

cs.AI

stat.ML

Released Date: October 31, 2024

Authors: Tianyu Chen¹, Kevin Bello², Francesco Locatello³, Bryon Aragam⁴, Pradeep Ravikumar⁴

Aff.: ¹Department of Statistics and Data Sciences, University of Texas at Austin; ²Booth School of Business, University of Chicago; ³Institute of Science and Technology Austria; ⁴Machine Learning Department, Carnegie Mellon University

Arxiv: http://arxiv.org/abs/2410.24059v1

Graph Type	$p$	$d$	Precision	Recall	F1 Score	Time (s)
ER2	10	5	1.000	1.000	1.000	1.23
	20	10	1.000	1.000	1.000	3.84
	40	20	0.933	0.833	0.873	10.34
	60	30	0.680	0.700	0.689	20.06
	80	40	0.610	0.600	0.605	30.59
ER4	20	10	1.000	1.000	1.000	3.89
	40	20	0.933	0.933	0.933	9.39
	60	30	0.617	0.600	0.607	30.83
	80	40	0.610	0.617	0.613	32.08
SF2	10	5	0.900	0.900	0.900	1.64
	20	10	1.000	1.000	1.000	3.84
	40	20	0.807	0.833	0.817	15.85
	60	30	0.730	0.750	0.739	22.12
	80	40	0.667	0.667	0.667	30.29
SF4	20	10	1.000	1.000	1.000	3.13
	40	20	0.967	0.900	0.927	15.12
	60	30	0.725	0.700	0.711	29.79
	80	40	0.539	0.533	0.535	30.84