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Research Article under-review

LoCal-SBI: Localized Summary Learning and Mondrian Posterior Calibration for Reliable Simulation-Based Inference

Yutong Zhang, Yaoran Yang, Yifan Zhu, Wentao Zhang

Simulation-based inference (SBI) provides a principled route to parameter inference when a simulator is available but pointwise likelihood evaluation is infeasible. Two technical bottlenecks neverthel...

Statistics and Computing 2026-04-20 rs-9360238
simulation-based inference approximate Bayesian computation conformal calibration summary statistics uncertainty quantification misspecification
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