A Bayesian neural network predicts the dissolution of compact planetary systems. - Miles D. Cranmer; Daniel Tamayo; Hanno Rein; Peter W. Battaglia; Samuel Hadden; Philip J. Armitage; Shirley Ho; David N. Spergel (CoRR, 2021)

Particle clustering in turbulence: Prediction of spatial and statistical properties with deep learning. - Yan-Mong Chan; Natascha Manger; Yin Li 009; Chao-Chin Yang; Zhaohuan Zhu; Philip J. Armitage; Shirley Ho (CoRR, 2022)

A Neural Network Subgrid Model of the Early Stages of Planet Formation. - Thomas Pfeil; Miles D. Cranmer; Shirley Ho; Philip J. Armitage; Tilman Birnstiel; Hubert Klahr (CoRR, 2022)