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Published at November 27

Evaluating and Improving the Robustness of Security Attack Detectors Generated by LLMs

cs.SE

cs.CR

cs.LG

Released Date: November 27, 2024

Authors: Samuele Pasini, Jinhan Kim, Tommaso Aiello, Rocio Cabrera Lozoya, Antonino Sabetta, Paolo Tonella

Arxiv: http://arxiv.org/abs/2411.18216v1

Refer to caption

XSS Detection		SQLi Detection
Method	F2	Method	F2
CNN CHEN2022102831	0.998	SOFIA ceccato2016sofia	0.993
MLP CHEN2022102831	0.995	SOFIA ceccato2016sofia	0.993
Ours (k=1)	0.965	Ours (k=1)	0.991
Ours (k=3)	0.965	Ours (k=3)	0.988
Ours (k=5)	0.965	Ours (k=5)	0.975
Baseline	0.630	Baseline	0.800