BN
Benjamin Nachman
hep-phhep-exphysics.data-anstat.MLcs.LGphysics.ins-detquant-phnucl-exhep-latnucl-th
On Valency
published · living versionsW_qkkpsuvh·v1 · currentpublished
Blueprint for an AI-Enabled Particle Theory Community
with George T. Fleming, Daniel C. Hackett, James Halverson, T. J. Hobbs +79
1 version
Preprints & journals
439 papers in the corpus · 2012–2026Observation of a B_c^*+ Meson with the ATLAS Detector.42886898 · Aad, G, Aakvaag, E, Abbott, B et al.2026 · 0 citationsPhysical review letters. 2026;137(14):141901
Parnassus for the CLD Detector: A Generative Machine-Learning Surrogate for Detector Simulation and Reconstruction at the FCC-ee2609.30775v1 · Umar Sohail Qureshi, Benjamin Nachman, Caterina Vernieri2026 · 0 citationsarXiv
Combination of ATLAS and CMS Searches for Higgs Boson Pair Production at sqrt[s]=13 TeV.42854147 · Aad, G, Aakvaag, E, Abbott, B et al.2026 · 1 citationPhysical review letters. 2026;137(13):131803
Towards Foundation Models on Hardware Accelerators for Particle Physics2609.26899v1 · Maya Benyas, Julia Gonski, Qibin Liu et al.2026 · 0 citationsarXiv
Measurement of Charged-Particle Production in sqrt[s_NN]=9.62 TeV Proton-Oxygen Collisions as a Probe of Cosmic-Ray Air Showers with the ATLAS Detector.42826970 · Aad, G, Aakvaag, E, Abbott, B et al.2026 · 1 citationPhysical review letters. 2026;137(12):121901
Cross-Detector Transfer Learning with Parnassus: From ALEPH to SLD2609.25061v1 · Ya-Feng Lo, Chi Lung Cheng, Benjamin Nachman2026 · 0 citationsarXiv
Measurements of Z-Boson Pair Entanglement in Decays of Higgs Bosons at the ATLAS Experiment.42789880 · Aad, G, Aakvaag, E, Abbott, B et al.2026 · 2 citationsPhysical review letters. 2026;137(11):111804
Evidence of ZZγ Production with the ATLAS Detector.42726943 · Aad, G, Aakvaag, E, Abbott, B et al.2026 · 1 citationPhysical review letters. 2026;137(9):091804
Differentiable Parametric Simulation and Reconstruction Models in Parnassus2608.22873v1 · Abdelrahman Elabd, Eilam Gross, Dmitrii Kobylianskii et al.2026 · 0 citationsarXiv
Evidence of Higgs Boson Inclusive Production at High Transverse Momentum Decaying to a Pair of b-Quarks with the ATLAS Detector.42675441 · Aad, G, Aakvaag, E, Abbott, B et al.2026 · 0 citationsPhysical review letters. 2026;137(7):071801
The Living Guide of Machine Learning for Particle Physics2608.09531v1 · Claudius Krause, Ramon Winterhalder, Matthew Feickert et al.2026 · 0 citationsarXiv
Predict before you train: Scaling Laws for particle physics foundation models2607.23377v2 · Jan-Lucas Uslu, Benjamin Nachman, Christopher Re2026 · 0 citationsarXiv
The Well-Tempered Likelihood: Honest Confidence Intervals for Misspecified Models2607.20718v1 · Benjamin Nachman, Jesse Thaler2026 · 0 citationsarXiv
Towards anomaly detection searches for new physics signatures including Higgs bosons with weakly supervised machine learning2607.19323v2 · Chi Lung Cheng, Julia Gonski, Julie Khalilieh Romman et al.2026 · 0 citationsarXiv
Parnassus: A GPU-enabled, Python-based Package for Fast Particle Detector Simulation and Reconstruction2606.26089v1 · Abdelrahman Elabd, Eilam Gross, Dmitrii Kobylianskii et al.2026 · 0 citationsarXiv
Towards Engineering Scaling Laws with Pretraining Data Composition2606.19781v2 · Jan-Lucas Uslu, Kevin Greif, Daniel Whiteson et al.2026 · 0 citationsarXiv
Pre-Training for Simulation-Based Science: A Study on Jet Foundation Model Training Objectives2606.14870v2 · Ibrahim Elsharkawy, Joschka Birk, Vinicius Mikuni et al.2026 · 0 citationsarXiv
Reweighting Adversarial Networks for Unbinned Unfolding2606.06603v1 · Umar Sohail Qureshi, Krish Desai, Jesse Thaler et al.2026 · 0 citationsarXiv
An AI-ready, Polarized Electron-Positron Collision Dataset2606.00224v1 · Chi Lung Cheng, Simon Corrodi, T. J. Hobbs et al.2026 · 0 citationsarXiv
A Scientific Human-Agent Reproduction Pipeline2604.18752v2 · Joschka Birk, Gregor Kasieczka, Siddharth Mishra-Sharma et al.2026 · 0 citationsarXiv
FAIR Universe Weak Lensing ML Uncertainty Challenge: Handling Uncertainties and Distribution Shifts for Precision Cosmology2604.14451v1 · Biwei Dai, Po-Wen Chang, Wahid Bhimji et al.2026 · 0 citationsarXiv
Cross-Domain Transfer with Particle Physics Foundation Models: From Jets to Neutrino Interactions2604.12364v2 · Gregor Krzmanc, Vinicius Mikuni, Benjamin Nachman et al.2026 · 0 citationsarXiv
An AI-based Detector Simulation and Reconstruction Model for the ALEPH Experiment at LEP2604.11834v2 · Ya-Feng Lo, Dmitrii Kobylianskii, Benjamin Nachman et al.2026 · 0 citationsarXiv
Generalizable Foundation Models for Calorimetry via Mixtures-of-Experts and Parameter Efficient Fine Tuning2603.28804v1 · Carlos Cardona-Giraldo, Cristiano Fanelli, James Giroux et al.2026 · 0 citationsarXiv
Signal-Aware Contrastive Latent Spaces for Anomaly Detection2603.25794v1 · Runze Li, Benjamin Nachman, Dennis Noll2026 · 0 citationsarXiv
Searching for Anomalies with Foundation Models2603.23593v2 · Vinicius Mikuni, Benjamin Nachman2026 · 0 citationsarXiv
Unfolding with a Wasserstein Loss2603.20903v2 · Katy Craig, Benjamin Faktor, Benjamin Nachman2026 · 0 citationsarXiv
Ultra Fast Calorimeter Simulation with Generative Machine Learning on FPGAs2603.13490v2 · P. Alex May, Qibin Liu, Julia Gonski et al.2026 · 0 citationsJINST 21 (2026) P06015
Explicit or Implicit? Encoding Physics at the Precision Frontier2603.08802v3 · Victor Breso-Pla, Kevin Greif, Vinicius Mikuni et al.2026 · 0 citationsarXiv
Generation of Imaging Air Cherenkov Telescope images using Diffusion Models2603.06364v2 · Christian Elflein, Stefan Funk, Jonas Glombitza et al.2026 · 0 citationsJCAP08(2026)079
Building an AI-native Research Ecosystem for Experimental Particle Physics: A Community Vision2602.17582v1 · Thea Klaeboe Aarrestad, Alaa Abdelhamid, Haider Abidi et al.2026 · 0 citationsarXiv
EveNet: A Foundation Model for Particle Collision Data Analysis2601.17126v1 · Ting-Hsiang Hsu, Bai-Hong Zhou, Qibin Liu et al.2026 · 0 citationsNature Machine Intelligence (2026)
OmniMol: Transferring Particle Physics Knowledge to Molecular Dynamics with Point-Edge Transformers2601.10791v2 · Ibrahim Elsharkawy, Vinicius Mikuni, Wahid Bhimji et al.2026 · 0 citationsarXiv
OmniCosmos: Transferring Particle Physics Knowledge Across the Cosmos2512.24422v2 · Vinicius Mikuni, Ibrahim Elsharkawy, Benjamin Nachman2025 · 0 citationsarXiv
Look everywhere effects in anomaly detection2512.13787v2 · Marie Hein, Benjamin Nachman, David Shih2025 · 0 citationsarXiv
Machine Learning-based Unfolding for Cross Section Measurements in the Presence of Nuisance Parameters2512.07074v3 · Huanbiao Zhu, Krish Desai, Mikael Kuusela et al.2025 · 0 citationsarXiv
Evidence for the Dimuon Decay of the Higgs Boson in pp Collisions with the ATLAS Detector.41418209 · Aad, G, Aakvaag, E, Abbott, B et al.2025 · 4 citationsPhysical review letters. 2025;135(23):231802
Optimal Transport Event Representation for Anomaly Detection2512.04839v3 · Tianji Cai, Aditya Bhargava, Benjamin Nachman2025 · 0 citationsarXiv
CaloChallenge 2022: a community challenge for fast calorimeter simulation.41086821 · Krause, Claudius, Faucci Giannelli, Michele, Kasieczka, Gregor et al.2025 · 21 citationsReports on progress in physics. Physical Society (Great Britain). 2025;88(11)
SEAL - A Symmetry EncourAging Loss for High Energy Physics2511.01982v1 · Pradyun Hebbar, Thandikire Madula, Vinicius Mikuni et al.2025 · 0 citationsarXiv
OmniLearned: A Foundation Model Framework for All Tasks Involving Jet Physics2510.24066v2 · Wahid Bhimji, Chris Harris, Vinicius Mikuni et al.2025 · 1 citationPhys.Rev.D 113 (2026) 3, 032020
Unbinned measurement of thrust in collisions at = 91.2 GeV with ALEPH archived data2510.22038v1 · The Electron-Positron Alliance: Anthony Badea, Austin Baty, Hannah Bossi et al.2025 · 0 citationsarXiv
Fair Universe Higgs Uncertainty Challenge2509.22247v3 · Ragansu Chakkappai, Wahid Bhimji, Paolo Calafiura et al.2025 · 0 citationsarXiv
Evidence for Longitudinally Polarized W Bosons in the Electroweak Production of Same-Sign W Boson Pairs in Association with Two Jets in pp Collisions at sqrt[s]=13 TeV with the ATLAS Detector.41004732 · Aad, G, Aakvaag, E, Abbott, B et al.2025 · 7 citationsPhysical review letters. 2025;135(11):111802
Neural Posterior Unfolding2509.06370v1 · Fernando Torales Acosta, Jay Chan, Krish Desai et al.2025 · 0 citationsarXiv
Analysis-ready Generative Unfolding2509.02708v1 · Anja Butter, Nathan Huetsch, Vinicius Mikuni et al.2025 · 0 citationsarXiv
Weakly Supervised Anomaly Detection in Events with a Higgs Boson and Exotic Physics2508.13566v1 · Chi Lung Cheng, Sarah Demers, Sascha Diefenbacher et al.2025 · 0 citationsarXiv
Low Activity Tritium Detection in CCDs Using Deep Learning Techniques2508.00532v2 · E. Rofors, R. Heller, R.J. Cooper et al.2025 · 1 citationarXiv
Analysis note: measurement of thrust in collisions at = 91 GeV with archived ALEPH data2507.14349v3 · Anthony Badea, Austin Baty, Hannah Bossi et al.2025 · 0 citationsarXiv
FlexCAST: Enabling Flexible Scientific Data Analyses2507.11528v1 · Benjamin Nachman, Dennis Noll2025 · 0 citationsarXiv
Career total: at least 2763 works. 439 are in this corpus.Showing the 50 most recent.
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