SpecSphere fuses an edge-robust spectral branch and a feature-robust spatial branch with a learnable gate, and claims certified robustness against both l0 edge flips and linf feature perturbations.
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Adaptive Branch Specialization in Spectral-Spatial Graph Neural Networks for Certified Robustness
SpecSphere fuses an edge-robust spectral branch and a feature-robust spatial branch with a learnable gate, and claims certified robustness against both l0 edge flips and linf feature perturbations.