ConceptLOFO / Leave-One-Family-Out
Leave-One-Attack-Family-Out Cross-Validation
A cross-validation protocol for evaluating a model's ability to generalize to unseen attacks. In each round one attack family is removed entirely from training and the model is tested on that family, simulating realistic unknown threats.
Timeline (last 90 days)
Oct 22
Leave-one-family-out cross-validation (LOFO) is a protocol for evaluating generalization to unknown attacks: each time one attack family is completely removed, the model is trained on the remaining families and then tested on the removed family; UNSW-NB15 has 9 attack families, hence 9 folds.
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