BriefGPT.xyz
Jun, 2020
数据毒化有多具有毒性?针对后门和数据毒化攻击的统一基准
Just How Toxic is Data Poisoning? A Unified Benchmark for Backdoor and Data Poisoning Attacks
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Avi Schwarzschild, Micah Goldblum, Arjun Gupta, John P Dickerson, Tom Goldstein
TL;DR
本文研究了数据污染和后门攻击对训练数据的影响,发现数据污染是常见的安全威胁之一,但目前还不清楚这些攻击方法的危害程度,我们通过开发标准基准来促进未来工作的公平比较。
Abstract
data poisoning
and
backdoor attacks
manipulate training data in order to cause models to fail during inference. A recent survey of industry practitioners found that
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