Publications (42)
Limits on new coloured fermions using precision jet data from the Large Hadron Collider
Javier Llorente, Benjamin Nachman
Droplet Breakup of the Nematic Liquid Crystal MBBA
Benjamin Nachman, Itai Cohen
Extracting the Top-Quark Width from Non-Resonant Production
Christian Herwig, Tomáš Ježo, Benjamin Nachman
Sneaky light stop
Till Eifert, Benjamin Nachman
Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multi-Layer Calorimeters
Michela Paganini, Luke de Oliveira, Benjamin Nachman
Optimal use of Charge Information for the HL-LHC Pixel Detector Readout
Yitian Chen, Evan Frangipane, Maurice Garcia-Sciveres +4
Mathematical Properties of Numerical Inversion for Jet Calibrations
Aviv Cukierman, Benjamin Nachman
Convolved Substructure: Analytically Decorrelating Jet Substructure Observables
Ian Moult, Benjamin Nachman, Duff Neill
Anomaly Detection for Resonant New Physics with Machine Learning
Jack H. Collins, Kiel Howe, Benjamin Nachman
Investigating the Quantum Properties of Jets and the Search for a Supersymmetric Top Quark Partner with the ATLAS Detector
Benjamin Nachman
Extending the Bump Hunt with Machine Learning
Jack H Collins, Kiel Howe, Benjamin Nachman
Learning to Classify from Impure Samples with High-Dimensional Data
Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman +1
Spatial Mass
Benjamin Nachman, Ariel Schwartzman
Investigating Multiple Solutions in the Constrained Minimal Supersymmetric Standard Model
B. C. Allanach, Damien P. George, Benjamin Nachman
Evidence for Conservatism in LHC SUSY Searches
Benjamin Nachman, Tom Rudelius
Classification without labels: Learning from mixed samples in high energy physics
Eric M. Metodiev, Benjamin Nachman, Jesse Thaler
Controlling Physical Attributes in GAN-Accelerated Simulation of Electromagnetic Calorimeters
Luke de Oliveira, Michela Paganini, Benjamin Nachman
Boosting $H\to b\bar b$ with Machine Learning
Joshua Lin, Marat Freytsis, Ian Moult +1
Jet Charge with the ATLAS Detector using $\sqrt{s}=8$ TeV $pp$ Collision Data
Benjamin Nachman
The Optimal Use of Silicon Pixel Charge Information for Particle Identification
Harley Patton, Benjamin Nachman
The Impact of Incorporating Shell-corrections to Energy Loss in Silicon
Fuyue Wang, Su Dong, Benjamin Nachman +2
A Bottom Line for the LHC Data by Leveraging Pileup as a Zero Bias Trigger
Benjamin Nachman, Francesco Rubbo
Pileup Mitigation with Machine Learning (PUMML)
Patrick T. Komiske, Eric M. Metodiev, Benjamin Nachman +1
A Meta-analysis of the 8 TeV ATLAS and CMS SUSY Searches
Benjamin Nachman, Tom Rudelius
Jets from Jets: Re-clustering as a tool for large radius jet reconstruction and grooming at the LHC
Benjamin Nachman, Pascal Nef, Ariel Schwartzman +2
Measuring the Top Quark Mass using Kinematic Endpoints
Benjamin Nachman
Less is More when Gluinos Mediate
Benjamin Nachman
Jet-Images -- Deep Learning Edition
Luke de Oliveira, Michael Kagan, Lester Mackey +2
CaloGAN: Simulating 3D High Energy Particle Showers in Multi-Layer Electromagnetic Calorimeters with Generative Adversarial Networks
Michela Paganini, Luke de Oliveira, Benjamin Nachman
Fuzzy Jets
Lester Mackey, Benjamin Nachman, Ariel Schwartzman +1
Charm-quark Yukawa Coupling in $h\rightarrow c\bar{c}γ$ at LHC
Tao Han, Benjamin Nachman, Xing Wang
Superposition Coding is Almost Always Optimal for the Poisson Broadcast Channel
Hyeji Kim, Benjamin Nachman, Abbas El Gamal
Generating Sequences of PSL(2,p)
Benjamin Nachman
Jet and photon measurements with ATLAS
Benjamin Nachman
Investigating the Topology Dependence of Quark and Gluon Jets
Samuel Bright-Thonney, Benjamin Nachman
Observables for possible QGP signatures in central pp collisions
Michelangelo L. Mangano, Benjamin Nachman
Significance Variables
Benjamin Nachman, Christopher G. Lester
Machine Learning Templates for QCD Factorization in the Search for Physics Beyond the Standard Model
Joshua Lin, Wahid Bhimji, Benjamin Nachman
Ultimate position resolution of pixel clusters with binary readout for particle tracking
Fuyue Wang, Benjamin Nachman, Maurice Garcia-Sciveres
Leveraging the ALICE/L3 cavern for long-lived exotics
Vladimir V. Gligorov, Simon Knapen, Benjamin Nachman +2
Learning Particle Physics by Example: Location-Aware Generative Adversarial Networks for Physics Synthesis
Luke de Oliveira, Michela Paganini, Benjamin Nachman
Weakly Supervised Classification in High Energy Physics
Lucio Mwinmaarong Dery, Benjamin Nachman, Francesco Rubbo +1