Amortized Energy-Based Bayesian Inference

In three linesAmortized Bayesian inference method using transport maps for nonlinear inverse problems. Learns observation-dependent map minimizing averaged energy-distance between true and learned posterior. Likelihood-free, no invertibility constraints. Validated on finite-dimensional and PDE-constrained inverse problems (porous flow, seismic inversion).

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