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Papers
LazyDINO: Fast, Scalable, and Efficiently Amortized Bayesian Inversion via Structure-Exploiting and Surrogate-Driven Measure Transport
JMLR 2026
Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout
ICLR 2025
Learning to Compile Programs to Neural Networks
ICML 2024
Para-CFlows: C^k-universal diffeomorphism approximators as superior neural surrogates
NeurIPS 2022
Probabilistic surrogate networks for simulators with unbounded randomness
UAI 2022