most citedFalse Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger

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cs.LG2022★ 2 cited

False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger

Muhammad Umer, Robi Polikar

In this brief, we show that sequentially learning new information presented to a continual (incremental) learning model introduces new security risks: an intelligent adversary can…

cs.LG2020

Targeted Forgetting and False Memory Formation in Continual Learners through Adversarial Backdoor Attacks

Muhammad Umer, Glenn Dawson, Robi Polikar

Artificial neural networks are well-known to be susceptible to catastrophic forgetting when continually learning from sequences of tasks. Various continual (or "incremental") learn…