TP
Tilman Plehn
hep-phhep-excs.LGastro-ph.COphysics.data-anastro-ph.IMstat.MLhep-thgr-qcnucl-th
On Valency
published · living versionsW_a3c6qz9a·v1 · currentpublished
Top Spin and CP from Equivariant Transformers
with Henning Bahl, Marco Menen, Antoine Petitjean
1 version
Preprints & journals
248 papers in the corpus · 1996–2026Know What You Don't Flow2608.21509v1 · Anja Butter, Sascha Diefenbacher, Tilman Plehn et al.2026 · 0 citationsarXiv
NAE, Statistically2608.19317v1 · Ranit Das, Jonathan Ostertag-Henning, Tilman Plehn et al.2026 · 0 citationsarXiv
VERaiPHY -- Validation & Evaluation for Robust AI in PHYsics2608.17724v1 · Gaia Grosso, Ramon Winterhalder, Lydia Brenner et al.2026 · 0 citationsarXiv
Machine Learning is Good for Physics - and Vice Versa2608.05812v1 · Michael Kramer, Tilman Plehn2026 · 0 citationsarXiv
Generative Amplification with Surrogate Monte Carlo2608.06450v1 · Henning Bahl, Tilman Plehn, Rebecca Revelli2026 · 0 citationsarXiv
Virtues and Vices of Equivariant Transformers2608.02735v1 · Luigi Favaro, Tilman Plehn, Huilin Qu et al.2026 · 0 citationsarXiv
Neural Control Variates at LO and NLO2607.23591v2 · Theo Heimel, Tilman Plehn, Rebecca Revelli et al.2026 · 0 citationsarXiv
Agentic Re-Casting using Agentic Re-Simulations2607.22813v1 · Sascha Diefenbacher, Tilman Plehn, Daniel Schiller et al.2026 · 0 citationsarXiv
Local Conformal Predictions for Calibrated Surrogates2607.01354v1 · Suprio Dubey, Henning Bahl, Anja Butter et al.2026 · 0 citationsarXiv
One Generator, Any Process: LLM-Conditioning for the LHC2606.23791v2 · Henning Bahl, Tilman Plehn, Daniel Schiller et al.2026 · 0 citationsarXiv
MadNIS at NLO2603.22407v2 · Giovanni De Crescenzo, Javier Marino Villadamigo, Nina Elmer et al.2026 · 0 citationsarXiv
Explicit or Implicit? Encoding Physics at the Precision Frontier2603.08802v3 · Victor Breso-Pla, Kevin Greif, Vinicius Mikuni et al.2026 · 0 citationsarXiv
The Latent Information Geometry of Jet Classification2603.02310v2 · Rebecca Maria Kuntz, Tilman Plehn, Bjorn Malte Schafer et al.2026 · 0 citationsarXiv
Unfolding without Iterations, Adversaries, or Surrogates2602.24282v2 · Ayodele Ore, Tilman Plehn2026 · 0 citationsSciPost Phys. 21, 055 (2026)
MadAgents2601.21015v5 · Tilman Plehn, Daniel Schiller, Nikita Schmal2026 · 0 citationsSciPost Phys. Codebases 86 (2026)
How to Trust Learned Loop Amplitudes2601.00950v2 · Henning Bahl, Jens Braun, Gudrun Heinrich et al.2026 · 0 citationsarXiv
Economical Jet Taggers -- Equivariant, Slim, and Quantized2512.17011v2 · Antoine Petitjean, Tilman Plehn, Jonas Spinner et al.2025 · 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)
Generative Unfolding of Jets and Their Substructure2510.19906v2 · Antoine Petitjean, Anja Butter, Kevin Greif et al.2025 · 0 citationsarXiv
Forecasting Generative Amplification2509.08048v4 · Henning Bahl, Sascha Diefenbacher, Nina Elmer et al.2025 · 0 citationsSciPost Phys. 20, 150 (2026)
FASTColor -- Full-color Amplitude Surrogate Toolkit for QCD2509.07068v2 · Javier Marino Villadamigo, Rikkert Frederix, Tilman Plehn et al.2025 · 2 citationsSciPost Phys. 21, 001 (2026)
Unbinning global LHC analyses2509.05409v2 · Henning Bahl, Tilman Plehn, Nikita Schmal2025 · 1 citationarXiv
Iterative HOMER with uncertainties2509.03592v2 · Anja Butter, Ayodele Ore, Sofia Palacios Schweitzer et al.2025 · 2 citationsSciPost Phys. 20, 042 (2026)
Towards Precise Simulations and Inference for the Neutron EDM2509.02791v1 · Skyler Degenkolb, Luigi Favaro, Peter Fierlinger et al.2025 · 0 citationsarXiv
Amplitude Uncertainties Everywhere All at Once2509.00155v2 · Henning Bahl, Nina Elmer, Tilman Plehn et al.2025 · 2 citationsarXiv
The Physics Behind ML-based Quark-Gluon Taggers2507.21214v2 · Sophia Vent, Ramon Winterhalder, Tilman Plehn2025 · 0 citationsSciPost Phys. 20, 084 (2026)
Simulation-Prior Independent Neural Unfolding Procedure2507.15084v1 · Anja Butter, Theo Heimel, Nathan Huetsch et al.2025 · 0 citationsarXiv
-Analyses with Symbolic Regression2507.05858v1 · Henning Bahl, Elina Fuchs, Marco Menen et al.2025 · 2 citationsarXiv
Large Language Models -- the Future of Fundamental Physics?2506.14757v2 · Caroline Heneka, Florian Nieser, Ayodele Ore et al.2025 · 0 citationsSciPost Phys. 20, 070 (2026)
Lorentz Local Canonicalization: How to Make Any Network Lorentz-Equivariant2505.20280v2 · Jonas Spinner, Luigi Favaro, Peter Lippmann et al.2025 · 3 citationsarXiv
How to Unfold Top Decays2501.12363v3 · Luigi Favaro, Roman Kogler, Alexander Paasch et al.2025 · 2 citationsSciPost Phys. Core 8, 053 (2025)
Accurate Surrogate Amplitudes with Calibrated Uncertainties2412.12069v2 · Henning Bahl, Nina Elmer, Luigi Favaro et al.2024 · 8 citationsSciPost Phys. Core 8, 073 (2025)
Extrapolating Jet Radiation with Autoregressive Transformers2412.12074v2 · Anja Butter, Francois Charton, Javier Marino Villadamigo et al.2024 · 2 citationsSciPost Phys. 20, 004 (2026)
Generative Unfolding with Distribution Mapping2411.02495v1 · Anja Butter, Sascha Diefenbacher, Nathan Huetsch et al.2024 · 4 citationsSciPost Phys. 18, 200 (2025)
A Lorentz-Equivariant Transformer for All of the LHC2411.00446v3 · Johann Brehmer, V'ictor Bres'o, Pim de Haan et al.2024 · 24 citationsSciPost Phys. 19, 108 (2025)
Profile Likelihoods on ML-Steroids2411.00942v2 · Theo Heimel, Tilman Plehn, Nikita Schmal2024 · 1 citationarXiv
SKATR: A Self-Supervised Summary Transformer for SKA2410.18899v2 · Ayodele Ore, Caroline Heneka, Tilman Plehn2024 · 7 citationsSciPost Phys. 18, 155 (2025)
Advancing Tools for Simulation-Based Inference2410.07315v3 · Henning Bahl, Victor Bres'o, Giovanni De Crescenzo et al.2024 · 9 citationsSciPost Phys. Core 8, 060 (2025)
Differentiable MadNIS-Lite2408.01486v2 · Theo Heimel, Olivier Mattelaer, Tilman Plehn et al.2024 · 14 citationsSciPost Phys. 18, 017 (2025)
Constraining the Higgs Potential with Neural Simulation-based Inference for Di-Higgs Production2405.15847v2 · Radha Mastandrea, Benjamin Nachman, Tilman Plehn2024 · 10 citationsarXiv
Lorentz-Equivariant Geometric Algebra Transformers for High-Energy Physics2405.14806v3 · Jonas Spinner, Victor Bres'o, Pim de Haan et al.2024 · 21 citationsAdvances in Neural Information Processing Systems 38 (NeurIPS 2024)
CaloDREAM -- Detector Response Emulation via Attentive flow Matching2405.09629v3 · Luigi Favaro, Ayodele Ore, Sofia Palacios Schweitzer et al.2024 · 26 citationsSciPost Phys. 18, 088 (2025)
The Landscape of Unfolding with Machine Learning2404.18807v2 · Nathan Huetsch, Javier Marino Villadamigo, Alexander Shmakov et al.2024 · 24 citationsSciPost Phys. 18, 070 (2025)
PINNferring the Hubble Function with Uncertainties2403.13899v1 · Lennart Rover, Bjorn Malte Schafer, Tilman Plehn2024 · 4 citationsarXiv
A Global View of the EDM Landscape2403.02052v2 · Skyler Degenkolb, Nina Elmer, Tanmoy Modak et al.2024 · 1 citationSciPost Phys. 20, 151 (2026)
Optimal, fast, and robust inference of reionization-era cosmology with the 21cmPIE-INN2401.04174v3 · Benedikt Schosser, Caroline Heneka, Tilman Plehn2024 · 13 citationsSciPost Phys. Core 8, 037 (2025)
Staying on Top of SMEFT-Likelihood Analyses2312.12502v3 · Nina Elmer, Maeve Madigan, Tilman Plehn et al.2023 · 5 citationsSciPost Phys. 18, 108 (2025)
Normalizing Flows for High-Dimensional Detector Simulations2312.09290v2 · Florian Ernst, Luigi Favaro, Claudius Krause et al.2023 · 23 citationsSciPost Phys. 18, 081 (2025)
Kicking it Off(-shell) with Direct Diffusion2311.17175v3 · Anja Butter, Tomas Jezo, Michael Klasen et al.2023 · 20 citationsarXiv
The MadNIS Reloaded2311.01548v3 · Theo Heimel, Nathan Huetsch, Fabio Maltoni et al.2023 · 31 citationsSciPost Phys. 17, 023 (2024)
Career total: at least 511 works. 248 are in this corpus.Showing the 50 most recent.
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