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cs.LG2026
IoUCert: Robustness Verification for Anchor-based Object Detectors
Benedikt Brückner, Alejandro J. Mercado, Yanghao Zhang +2
While formal robustness verification has seen significant success in image classification, scaling these guarantees to object detection remains notoriously difficult due to complex…
cs.LG2025
Out-of-Distribution Detection using Counterfactual Distance
Maria Stoica, Francesco Leofante, Alessio Lomuscio
Accurate and explainable out-of-distribution (OOD) detection is required to use machine learning systems safely. Previous work has shown that feature distance to decision boundarie…