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BayesFlow can reliably detect Model Misspecification and Posterior Errors in Amortized Bayesian Inference.

, , , and . CoRR, (2021)

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Fuse It or Lose It: Deep Fusion for Multimodal Simulation-Based Inference., , and . CoRR, (2023)Consistency Models for Scalable and Fast Simulation-Based Inference., , , , and . CoRR, (2023)Meta-Uncertainty in Bayesian Model Comparison., , and . CoRR, (2022)BayesFlow: Learning complex stochastic models with invertible neural networks., , , , and . CoRR, (2020)BayesFlow: Learning Complex Stochastic Models With Invertible Neural Networks., , , , and . IEEE Trans. Neural Networks Learn. Syst., 33 (4): 1452-1466 (2022)Amortized Bayesian Model Comparison With Evidential Deep Learning., , , , , and . IEEE Trans. Neural Networks Learn. Syst., 34 (8): 4903-4917 (August 2023)The Simplex Projection: Lossless Visualization of 4D Compositional Data on a 2D Canvas., , , , and . CoRR, (2024)Finding Competence Regions in Domain Generalization., , , , , and . CoRR, (2023)BayesFlow: Amortized Bayesian Workflows With Neural Networks., , , , , , , and . CoRR, (2023)Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks., , , and . DAGM, volume 14264 of Lecture Notes in Computer Science, page 541-557. Springer, (2023)