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News/SHIELD: Secure Hypernetworks for Incremental Expansion Learning Defense
arxiv
PublishedJune 1, 2026 at 4:00 AM

SHIELD: Secure Hypernetworks for Incremental Expansion Learning Defense

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arXiv:2506.08255v4 Announce Type: replace-cross Abstract: Continual learning under adversarial conditions remains an open problem, as existing methods often compromise either robustness, scalability, or both. We propose a novel framework that integrates Interval Bound Propagation (IBP) with a hypern

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