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News/Improving the Accuracy of Amortized Model Comparison with Self-Consistency
arxiv
PublishedMay 13, 2026 at 4:00 AM
—neutral

Improving the Accuracy of Amortized Model Comparison with Self-Consistency

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arXiv:2508.20614v3 Announce Type: replace-cross Abstract: Amortized Bayesian model comparison (BMC) enables fast probabilistic ranking of models via simulation-based training of neural surrogates. However, the accuracy of neural surrogates deteriorates when simulation models are misspecified; the ve

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