Physics

Geometric GNNs for Charged Particle Tracking at GlueX featured image

Geometric GNNs for Charged Particle Tracking at GlueX

Graph Neural Networks (GNN) applied to track charged particle tracking at GlueX experiment at Jefferson Lab. GNN shows better performance compared to traditional method while being …

mohammed-a.-h.
Toward an event-level analysis of hadron structure using differential programming featured image

Toward an event-level analysis of hadron structure using differential programming

We introduce a differential sampling method called the local orthogonal inverse transform sampling (LOITS) algorithm. We validate its performance through a closure test, …

braga-k.
Explainable physics-based constraints on reinforcement learning for accelerator controls featured image

Explainable physics-based constraints on reinforcement learning for accelerator controls

By examining the mathematical form of the learned constraint function, we are able to confirm the agent has learned to use the established physics of each environment. In addition, …

colen-j.