all InfoSec news
A Proxy Attack-Free Strategy for Practically Improving the Poisoning Efficiency in Backdoor Attacks
April 29, 2024, 4:11 a.m. | Ziqiang Li, Hong Sun, Pengfei Xia, Beihao Xia, Xue Rui, Wei Zhang, Qinglang Guo, Bin Li
cs.CR updates on arXiv.org arxiv.org
Abstract: Poisoning efficiency plays a critical role in poisoning-based backdoor attacks. To evade detection, attackers aim to use the fewest poisoning samples while achieving the desired attack strength. Although efficient triggers have significantly improved poisoning efficiency, there is still room for further enhancement. Recently, selecting efficient samples has shown promise, but it often requires a proxy backdoor injection task to identify an efficient poisoning sample set. However, the proxy attack-based approach can lead to performance degradation …
aim arxiv attack attackers attacks backdoor backdoor attacks critical cs.cr cs.cv detection efficiency evade free poisoning proxy role room strategy strength
More from arxiv.org / cs.CR updates on arXiv.org
Jobs in InfoSec / Cybersecurity
Information Security Engineers
@ D. E. Shaw Research | New York City
Technology Security Analyst
@ Halton Region | Oakville, Ontario, Canada
Senior Cyber Security Analyst
@ Valley Water | San Jose, CA
Consultant Sécurité SI Gouvernance - Risques - Conformité H/F - Strasbourg
@ Hifield | Strasbourg, France
Lead Security Specialist
@ KBR, Inc. | USA, Dallas, 8121 Lemmon Ave, Suite 550, Texas
Consultant SOC / CERT H/F
@ Hifield | Sèvres, France