Beyond PID Controllers: PPO with Neuralized PID Policy for Proton Beam Intensity Control in Mu2e. - Chenwei Xu; Jerry Yao-Chieh Hu; Aakaash Narayanan; Mattson Thieme; Vladimir Nagaslaev; Mark Austin; Jeremy Arnold; Jose Berlioz; Pierrick Hanlet; Aisha Ibrahim; Dennis Nicklaus; Jovan Mitrevski; et al. (CoRR, 2023)

ML-Based Real-Time Control at the Edge: An Approach Using hls4ml. - Rui Shi; Seda Ogrenci; J. M. Arnold; J. R. Berlioz; Pierrick Hanlet; Kyle J. Hazelwood; M. A. Ibrahim; Han Liu 001; V. P. Nagaslaev; Aakaash Narayanan; D. J. Nicklaus; Jovan Mitrevski; et al. (IPDPS (Workshops), 2024)