2025
ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition
NeurIPS 2025spotlight
Many critical applications, from autonomous scientific discovery to personalized medicine, demand systems that can both strategically acquire the most informative data and instantaneously perform inference based upon it. While amortized methods for Bayesian inference and experimental design offer pa…