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Pedro Luiz Coelho Rodrigues

2 accepted papers

2026

Diffusion posterior sampling for simulation-based inference in tall data settings

ICML 2026poster

Identifying the parameters of a non-linear model that best explain observed data is a core task across scientific fields. When such models rely on complex simulators, evaluating the likelihood is typically intractable, making traditional inference methods such as MCMC inapplicable. Simulation-based …

Cited by 0SourcecodeScholar
2026

Flow Matching Calibration for Simulation-Based Inference under Model Misspecification

ICML 2026poster

Simulation-based inference (SBI) is transforming experimental sciences by enabling parameter estimation in complex non-linear models from simulated data. A persistent challenge, however, is model misspecification: simulators are only approximations of reality, and mismatches between simulated and re…

Cited by 0SourceScholar