notesum.ai

Published at November 25

Guarding the Gate: ConceptGuard Battles Concept-Level Backdoors in Concept Bottleneck Models

cs.CR

cs.CV

Released Date: November 25, 2024

Authors: Songning Lai¹, Yu Huang¹, Jiayu Yang¹, Gaoxiang Huang¹, Wenshuo Chen², Yutao Yue³

Aff.: ¹HKUST(GZ); ²HKUST(GZ), Deep Interdisciplinary Intelligence Lab, Shandong University; ³HKUST(GZ), Institute of Deep Perception Technology, JITRI, Deep Interdisciplinary Intelligence Lab

Arxiv: http://arxiv.org/abs/2411.16512v1

	Original	CG(CAT)	CG(CAT+)
Base model 1	77.61	73.47	73.09
Base model 2	78.49	73.97	74.02
Base model 3	81.34	77.05	76.70
Base model 4	77.67	72.30	72.01
Average	78.78	74.20	73.96
Ensemble	83.03 $\uparrow$	78.75 $\uparrow$	78.56 $\uparrow$