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Forget pixel-level noise: FogFool shows that physically-plausible, atmospherically-modeled fog can achieve 84% transfer attack success rate against remote sensing image classifiers, even surviving JPEG compression.
Coordinating UAVs and ground vehicles for on-demand edge services doesn't have to sacrifice privacy or efficiency: LOSA's look-ahead mechanism achieves both.
Gradient misalignment across devices in parallel split learning can be tamed with a novel gradient alignment strategy, leading to faster convergence and higher accuracy in heterogeneous federated learning.
