3 papers
hep-ph2024
Towards Beyond Standard Model Model-Building with Reinforcement Learning on Graphs
George N. Wojcik, Shu Tian Eu, Lisa L. Everett
We provide a framework for exploring physics beyond the Standard Model with reinforcement learning using graph representations of new physics theories. The graph structure allows f…
hep-ph2024
Graph Reinforcement Learning for Exploring BSM Model Spaces
George N. Wojcik, Shu Tian Eu, Lisa L. Everett
We present a methodology for performing scans of BSM parameter spaces with reinforcement learning (RL). We identify a novel procedure using graph neural networks that is capable of…
hep-ph2023
Lepton Flavor Portal Matter
George N. Wojcik, Lisa L. Everett, Shu Tian Eu +1
The paradigm of portal matter represents a well-motivated extension to models with kinetic mixing/vector portal dark matter. In previous work, we constructed a simple leptonic port…