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20242026
most citedKKANs: Kurkova-Kolmogorov-Arnold Networks and Their Learning Dynamics

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stat.ML2026

Preconditioned One-Step Generative Modeling for Bayesian Inverse Problems in Function Spaces

Zilan Cheng, Li-Lian Wang, Zhongjian Wang

We propose a machine-learning algorithm for Bayesian inverse problems in the function-space regime. Based on one-step generative transport, the method learns an amortized neural op…