Project Proposals by Brown University in 2022

Brown University is a private Ivy League research university in Providence, Rhode Island, founded in 1764.

Project List

• Gravitational Lens Finding for Dark Matter Substructure Pipeline

• Deep Regression Techniques for Decoding Dark Matter with Strong Gravitational Lensing

• Equivariant Neural Networks for Dark Matter Morphology with Strong Gravitational Lensing

• Transformers for Dark Matter Morphology with Strong Gravitational Lensing

• Updating the DeepLense Pipeline

• End-to-End Deep Learning Reconstruction for CMS Experiment

• Graph Neural Networks for End-to-End Particle Identification with the CMS Experiment

• End-to-End Deep Learning Regression for Measurements with the CMS Experiment

• Vision Transformers for End-to-End Particle Reconstruction for the CMS Experiment

• Finding Exoplanets with Astronomical Observations

• Graph Representation Learning for Fast Detector Simulation

• Graph Transformers for Fast Detector Simulation

• Background Estimation with Neural AutoRegressive Flows

• Optimal Transport in High Energy Physics

• Implementation of Quantum Generative Adversarial Networks to Perform High Energy Physics Analysis at the LHC

• Quantum Convolutional Neural Networks for High Energy Physics Analysis at the LHC

• Quantum Graph Neural Networks for High Energy Physics Analysis at the LHC

• Implementation of Quantum Variational Autoencoders to Perform High Energy Physics Analysis at the LHC