Talks

2021

Optimizing Particle Physics with Machine Learning

OmniFold: Improved Unfolding with Deep Learning

Simultaneously Unfolding All Observables with Deep Learning

2020

The Hidden Geometry of Particle Collisions

Probing QCD with Energy Flow Observables

Machine Learning - An Essential Toolkit for Particle Physics

The Hidden Geometry of Particle Collisions

2019

The Metric Space of Collider Events

Point Cloud Strategies for Boosted Objects

The (Metric) Space of Collider Events

The Metric Space of Collider Events

Point Cloud Strategies for Boosted Objects

2018

Energy Flow and Jet Substructure

Energy Flow Networks: Deep Sets for Particle Jets

Point Cloud Strategies for Boosted Tops

Analyzing Jet Substructure via Energy Flow

Energy Flow and Jet Substructure

(Machine) Learning Jet Physics

Jet Physics & Modern Machine Learning

Energy Flow Polynomials for Jet Substructure

2017

Linear Jet Tagging with the Energy Flow Basis

Quark/Gluon Discrimination with Jet-Images and Deep Learning