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Test-Time Defense Against Adversarial Attacks via Stochastic Resonance of Latent Ensembles
A training-free test-time defense uses stochastic resonance of latent ensembles via input translations to recover up to 68.1% of adversarial accuracy loss on classification and dense prediction tasks.
Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026
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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 0/5