24 citations · 37 across the 4 of their papers we have counts for
3 papers · 1 filter
Ultra fast, event-by-event heavy-ion simulations for next generation experiments
Manjunath Omana Kuttan, Kai Zhou, Jan Steinheimer +1
We present a novel deep generative framework that uses probabilistic diffusion models for ultra fast, event-by-event simulations of heavy-ion collision output. This new framework i…
Simultaneous description of high density QCD matter in heavy ion collisions and neutron star observations
Jan Steinheimer, Manjunath Omana Kuttan, Tom Reichert +2
A combined constraint on the QCD equation of state, at high densities, from connecting neutron star observations to data from heavy ion reactions is presented. We use the Chiral Me…
An equation-of-state-meter for CBM using PointNet
Manjunath Omana Kuttan, Kai Zhou, Jan Steinheimer +2
A novel method for identifying the nature of QCD transitions in heavy-ion collision experiments is introduced. PointNet based Deep Learning (DL) models are developed to classify th…