MADE is a training-set-only graph backdoor defense combining homophily-based poisoned-sample isolation with masked unlearning to drive attack success rate to near zero while keeping accuracy high.
Trinajstic, Chemical graph theory
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MADE: Graph Backdoor Defense with Masked Unlearning
MADE is a training-set-only graph backdoor defense combining homophily-based poisoned-sample isolation with masked unlearning to drive attack success rate to near zero while keeping accuracy high.