Neural network semantic backdoor detection and mitigation: A causality-based approach

Different from ordinary backdoors in neural networks which are introduced with artificial triggers (e.g., certain specific patch) and/or by tampering the samples, semantic backdoors are introduced by simply manipulating the semantic, e.g., by labeling green cars as frogs in the training set. By focu...

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Main Authors: SUN, Bing, SUN, Jun, KOH, Wayne, SHI, Jie
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/9211
https://ink.library.smu.edu.sg/context/sis_research/article/10217/viewcontent/sec23winter_prepub_118_sun.pdf
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Institution: Singapore Management University
Language: English