AINeutralarXiv – CS AI · 7h ago6/10
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Rethinking Evaluation Paradigms in IBP-based Certified Training
Researchers propose a new evaluation framework for certified neural network training methods using Pareto front comparisons to assess the natural-certified accuracy trade-off. By applying automated hyperparameter optimization across methods, they reveal significant undertuning in prior work and establish new performance benchmarks that challenge assumptions about state-of-the-art certified robustness.
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