Talks

2021

Optimizing Particle Physics with Machine Learning

Seminar (Groups 41 & 89)
May 12, 2021 MIT Lincoln Laboratory (virtual)
PDF

OmniFold: Simultaneously Unfolding All Observables with Deep Learning

CMS Machine Learning Forum
Feb 10, 2021 Virtual
PDF Keynote

OmniFold: Improved Unfolding with Deep Learning

LHC Electroweak and Jets Working Group
Feb 8, 2021 Virtual
PDF Keynote Event

Simultaneously Unfolding All Observables with Deep Learning

Jefferson Lab Theory Seminar
Jan 11, 2021 Virtual
PDF Keynote

2020

The Hidden Geometry of Particle Collisions

BSM PANDEMIC Double Feature
Dec 1, 2020 Virtual
PDF Keynote Event

Probing QCD with Energy Flow Observables

CEPC Workshop
Oct 27, 2020 Shanghai, China (virtual)
PDF Keynote Event

Machine Learning - An Essential Toolkit for Particle Physics

Snowmass Computational Frontier Workshop
Aug 10, 2020 Virtual
PDF Keynote Event

The Hidden Geometry of Particle Collisions

Particle Physics Phenomenology Series
Jun 4, 2020 Genoa, Italy (virtual)
PDF Keynote

OmniFold: Simultaneously Unfolding All Observables

ML4Jets 2020
Jan 17, 2020 NYU - New York, NY
PDF Keynote Event

2019

Cutting Multiparticle Correlators Down to Size

BOOST 2019
Jul 24, 2019 Cambridge, MA
PDF Event

The Metric Space of Collider Events

Particle Physics Seminar
University of Chicago
May 29, 2019 Chicago, IL
PDF Keynote

Point Cloud Strategies for Boosted Objects

ML-HEP-LBL Meetup
Apr 17, 2019 Berkeley, CA
PDF Event

The (Metric) Space of Collider Events

Elementary Particle Theory Seminar
Maryland Center for Fundamental Physics
Mar 25, 2019 College Park, MD
PDF Keynote

The Metric Space of Collider Events

Deep Learning in the Natural Sciences
Mar 1, 2019 Hamburg, Germany
PDF Keynote Event

Point Cloud Strategies for Boosted Objects

CERN BSM Forum
Feb 21, 2019 CERN, Switzerland
PDF

2018

Energy Flow and Jet Substructure

Particle Physics Lunch Talk
Harvard University
Nov 28, 2018 Cambridge, MA
PDF

Energy Flow Networks: Deep Sets for Particle Jets

Machine Learning for Jet Physics 2018
Nov 15, 2018 Fermilab - Batavia, IL
PDF Event

Point Cloud Strategies for Boosted Tops

Boosted Objects for New Physics Searches
Nov 13, 2018 Fermilab - Batavia, IL
PDF Event

Analyzing Jet Substructure via Energy Flow

(B)SM/DM/LHC/QCD/ML Journal Club
MIT Center for Theoretical Physics
Oct 12, 2018 Cambridge, MA
PDF

Energy Flow and Jet Substructure

BOOST 2018
Jul 18, 2018 Paris, France
PDF Event

(Machine) Learning Jet Physics

Lunch Talk
MIT Center for Theoretical Physics
May 18, 2018 Cambridge, MA
PDF

Jet Physics & Modern Machine Learning

Particle Physics Lunch Talk
Harvard University
Feb 7, 2018 Cambridge, MA
PDF

Energy Flow Polynomials for Jet Substructure

MIT Jet Workshop
Jan 11, 2018 Cambridge, MA
PDF

2017

Linear Jet Tagging with the Energy Flow Basis

Machine Learning for Jet Physics 2017
Lawrence Berkeley National Laboratory
Dec 12, 2017 Berkeley, CA
PDF Event

Quark/Gluon Discrimination with Jet-Images and Deep Learning

BSM/DM/LHC Journal Club
MIT Center for Theoretical Physics
Sep 8, 2017 Cambridge, MA
PDF

Quark/Gluon Discrimination with Jet-Images and Deep Learning

BOOST 2017
Jul 18, 2017 Buffalo, NY
PDF Event