notesum.ai

Published at December 10

Addressing Key Challenges of Adversarial Attacks and Defenses in the Tabular Domain: A Methodological Framework for Coherence and Consistency

cs.LG

Released Date: December 10, 2024

Authors: Yael Itzhakev¹, Amit Giloni, Yuval Elovici, Asaf Shabtai

Aff.: ¹Ben-Gurion University of the Negev, Beer-Sheva, Israel

Arxiv: http://arxiv.org/pdf/2412.07326v1

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Dataset	Metric	Models
Dataset	Metric	GB	LGB	XGB	RF	Surrogate
Hate	Accuracy	0.91	0.92	0.88	0.91	0.95
	F1 Score	0.91	0.92	0.87	0.91	0.95
	Precision	0.93	0.94	0.94	0.89	0.92
	Recall	0.89	0.91	0.82	0.92	1.00
ICU	Accuracy	0.80	0.80	0.77	0.78	0.78
	F1 Score	0.79	0.81	0.75	0.77	0.79
	Precision	0.82	0.84	0.82	0.81	0.81
	Recall	0.77	0.74	0.69	0.74	0.74
VideoTQ	Accuracy	0.98	0.99	0.98	0.98	0.96
	F1 Score	0.99	1.00	0.99	0.99	0.97
	Precision	0.91	0.97	0.96	0.93	0.86
	Recall	0.98	0.99	0.96	0.98	0.93