Project Proposals by Brown University in 2021

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

Project List

• Domain Adaptation for Decoding Dark Matter with Strong Gravitational Lensing

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

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

• 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

• Equivariant Neural Networks to explore the underlying symmetries in particle physics events

• Graph Representation Learning for Fast Detector Simulation

• Background Estimation with Neural AutoRegressive Flows

• Decoding quantum states through nuclear magnetic resonance

• Implementation of Quantum Generative Models 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

• Machine Learning for Turbulent Fluid Dynamics