Benjamin F. Grewe
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The paper introduces the Vector Network (VN), a novel recurrent architecture that replaces fixed weight matrices with reusable weight atoms, enabling superior compositional generalization by making structure a core architectural property.
The paper proposes combining Gaussian noise and bilateral filtering into a simple preprocessor that achieves supralinear and scalable adversarial robustness in CNNs with significantly reduced computational overhead compared to state-of-the-art methods.
Papers
A combination of noise and bilateral filters achieve supralinear and scalable adversarial robustness in CNNs
The paper proposes combining Gaussian noise and bilateral filtering into a simple preprocessor that achieves supralinear and scalable adversarial robustness in CNNs with significantly reduced computat…