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Khalil Ghorbal, Eric Goubault, Sylvie Putot · 2009 · DOI 10.1007/978-3-642-02658-4_47

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Differential Zonotopes for Verifying Global Robustness of DNNs

cs.CR · 2026-06-19 · unverdicted · novelty 6.0

Differential halo zonotopes enable static verification of global robustness in DNNs by jointly propagating pairs of perturbed inputs while bounding divergence, with a relaxed confidence-based variant.

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  • Differential Zonotopes for Verifying Global Robustness of DNNs cs.CR · 2026-06-19 · unverdicted · none · ref 21

    Differential halo zonotopes enable static verification of global robustness in DNNs by jointly propagating pairs of perturbed inputs while bounding divergence, with a relaxed confidence-based variant.