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arXiv cs.LG·

MorphStrata: Layer-Specific Perturbations for Generating Morphence Students in Time-Series Moving Target Defense

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In three linesMorphStrata enhances Moving Target Defense for time-series forecasting models via selective layer-specific stochastic noise injection. Tested on Transformer with FGSM, BIM and PGD attacks, the approach reduces adversarial RMSE by up to 97.97% on AEP data with training overhead <1%.
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