Simulation

Leading the effort on several state-of-the-art generative models to accelerate LHC simulations. Developing as well validation and benchmarking schemes in order to bring them into CMS. Published at NeurIPS, PRD, and more.

A novel flow matching technique for inferring physical trajectories from observations snapshots, based on a physics-inspired modification of dynamic optimal transport. SOTA results on biological, meteorogical, and oceanographic datasets.

Fast simulations which can accurately model jet substructure are will be of utmost importance for boosted jet analyses at the HL-LHC. …

Accurate detector simulations are key components of any measurement or search for new physics. Due to their stochastic nature, ML-based …

With the increase in luminosity and detector granularity, simulation will be a significant computational challenge in the HL-LHC. To …