“…AI tools have been applied to the automatic analysis and featurization of complex data types like spectra, images 54,105 , and line-of-sight dependent quantities. There has been significant interest in using Bayesian inference to improve diagnostics 106 , and to synthesize observations in both focused HEDP experiments 51 and full-scale ICF experiments 50,[107][108][109] . The ultimate aims of using these methods to improve physics understanding, and the reliability of simulations in extrapolating to new designs 48 or facilities, have been addressed though machine learning 42,110 , Bayesian model calibration 50 , and transfer learning 58,111 .…”