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2026 1

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Unstable Rankings in Bayesian Deep Learning Evaluation

cs.LG · 2026-04-25 · unverdicted · novelty 5.0

Bayesian deep learning method rankings are unstable at small sample sizes, dataset-dependent, and require uncertainty-aware evaluation using hierarchical models and minimum detectable difference curves.

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  • Unstable Rankings in Bayesian Deep Learning Evaluation cs.LG · 2026-04-25 · unverdicted · none · ref 23

    Bayesian deep learning method rankings are unstable at small sample sizes, dataset-dependent, and require uncertainty-aware evaluation using hierarchical models and minimum detectable difference curves.