notesum.ai

Published at November 29

cs.LG

Released Date: November 29, 2024

Authors: Parjanya Prashant, Ignavier Ng¹, Kun Zhang², Biwei Huang³

Aff.: ¹Carnegie Mellon University, USA; ²Mohamed bin Zayed University of Artificial Intelligence, UAE; ³University of California San Diego, USA

	Ours		KONG		HUANG		GIN		DeCAMFounder
Structure	SHD $\downarrow$	F1 $\uparrow$	SHD $\downarrow$	F1 $\uparrow$	SHD $\downarrow$	F1 $\uparrow$	SHD $\downarrow$	F1 $\uparrow$	SHD $\downarrow$	F1 $\uparrow$
Tree (LeakyReLU)	0.67	0.96	5.83	0.63	6.00	0.65	7.50	0.00	11.83	0.00
	(1.49)	(0.08)	(2.04)	(0.09)	(3.00)	(0.08)	(1.50)	(0.00)	(0.37)	(0.00)
V-structure (LeakyReLU)	0.67	0.97	7.67	0.61	5.50	0.72	8.00	0.17	17.33	0.00
	(1.10)	(0.05)	(4.08)	(0.14)	(2.50)	(0.08)	(0.00)	(0.17)	(2.867)	(0.00)
Tree (Tanh)	1.00	0.95	5.50	0.63	4.50	0.70	7.50	0.00	16.50	0.00
	(1.67)	(0.09)	(1.52)	(0.06)	(1.50)	(0.03)	(1.50)	(0.00)	(4.924)	(0.00)
V-structure (Tanh)	1.17	0.95	4.33	0.79	4.50	0.76	9.50	0.36	18.50	0.00
	(1.33)	(0.06)	(2.58)	(0.08)	(1.50)	(0.03)	(1.50)	(0.064)	(3.253)	(0.00)