Dr. Claudius Gottfried Krause

Profile

Academic positionLecturer, Assistant Professor, Researcher
Research fieldsTheoretical Physics,Elementary Particle Physics
KeywordsMachine Learning, Beyond the Standard Model, Model Building, Phenomenology, Higgs Physics
Honours and awards

2017: Exzellenzcluster "Universe" PhD Award: Best PhD Thesis "Theory"

Current contact address

CountryAustria
CityWien
InstitutionÖsterreichische Akademie der Wissenschaften
InstituteInstitut für Hochenergiephysik

Host during sponsorship

Prof. Dr. Marcela S. CarenaTheoretical Physics Department, Fermi National Accelerator Laboratory, Batavia
Start of initial sponsorship01/03/2018

Programme(s)

2017Feodor Lynen Research Fellowship Programme for Postdocs

Publications (partial selection)

2024Krause, Claudius and Pang, Ian and Shih, David: {CaloFlow for CaloChallenge Dataset 1}. In: SciPost Phys., 16, 2024, 126
2024Bickendorf, Gerrit and Drees, Manuel and Kasieczka, Gregor and Krause, Claudius and Shih, David: {Combining resonant and tail-based anomaly detection}. In: Phys. Rev. D, 109, 2024, 096031
2024Buss, Thorsten and Gaede, Frank and Kasieczka, Gregor and Krause, Claudius and Shih, David: {Convolutional L2LFlows: Generating Accurate Showers in Highly Granular Calorimeters Using Convolutional Normalizing Flows}. 2024,
2024Campbell, J. M. and others: {Event Generators for High-Energy Physics Experiments}. In: SciPost Phys., 16, 2024, 130
2024Das, Ranit and Favaro, Luigi and Heimel, Theo and Krause, Claudius and Plehn, Tilman and Shih, David: {How to understand limitations of generative networks}. In: SciPost Phys., 16, 2024, 031
2024Buckley, Matthew R. and Krause, Claudius and Pang, Ian and Shih, David: {Inductive simulation of calorimeter showers with normalizing flows}. In: Phys. Rev. D, 109, 2024, 033006
2024Golling, Tobias and Kasieczka, Gregor and Krause, Claudius and Mastandrea, Radha and Nachman, Benjamin and Raine, John Andrew and Sengupta, Debajyoti and Shih, David and Sommerhalder, Manuel: {The interplay of machine learning-based resonant anomaly detection methods}. In: Eur. Phys. J. C, 84, 2024, 241
2024Du, Haoxing and Krause, Claudius and Mikuni, Vinicius and Nachman, Benjamin and Pang, Ian and Shih, David: {Unifying Simulation and Inference with Normalizing Flows}. 2024,
2023Krause, Claudius and Shih, David: {Accelerating accurate simulations of calorimeter showers with normalizing flows and probability density distillation}. In: Phys. Rev. D, 107, 2023, 113004
2023Krause, Claudius and Nachman, Benjamin and Pang, Ian and Shih, David and Zhu, Yunhao: {Anomaly detection with flow-based fast calorimeter simulators}. 2023,
2023Hashemi, Baran and Krause, Claudius: {Deep Generative Models for Detector Signature Simulation: An Analytical Taxonomy}. 2023,
2023Krause, Claudius and Shih, David: {Fast and accurate simulations of calorimeter showers with normalizing flows}. In: Phys. Rev. D, 107, 2023, 113003
2023Diefenbacher, Sascha and Eren, Engin and Gaede, Frank and Kasieczka, Gregor and Krause, Claudius and Shekhzadeh, Imahn and Shih, David: {L2LFlows: generating high-fidelity 3D calorimeter images}. In: JINST, 18, 2023, P10017
2023Badger, Simon and others: {Machine learning and LHC event generation}. In: SciPost Phys., 14, 2023, 079
2023Heimel, Theo and Winterhalder, Ramon and Butter, Anja and Isaacson, Joshua and Krause, Claudius and Maltoni, Fabio and Mattelaer, Olivier and Plehn, Tilman: {MadNIS - Neural multi-channel importance sampling}. In: SciPost Phys., 15, 2023, 141
2023Ernst, Florian and Favaro, Luigi and Krause, Claudius and Plehn, Tilman and Shih, David: {Normalizing Flows for High-Dimensional Detector Simulations}. 2023,
2023Dorigo, Tommaso and others: {Toward the end-to-end optimization of particle physics instruments with differentiable programming}. In: Rev. Phys., 10, 2023, 100085
2022Hallin, Anna and Isaacson, Joshua and Kasieczka, Gregor and Krause, Claudius and Nachman, Benjamin and Quadfasel, Tobias and Schlaffer, Matthias and Shih, David and Sommerhalder, Manuel: {Classifying anomalies through outer density estimation}. In: Phys. Rev. D, 106, 2022, 055006
2022Aehle, Max and others: {Exploiting Differentiable Programming for the End-to-end Optimization of Detectors}. 2022,
2022Plehn, Tilman and Butter, Anja and Dillon, Barry and Heimel, Theo and Krause, Claudius and Winterhalder, Ramon: {Modern Machine Learning for LHC Physicists}. 2022,
2022Adelmann, Andreas and others: {New directions for surrogate models and differentiable programming for High Energy Physics detector simulation}. {Snowmass 2021}. 2022.
2022Shanahan, Phiala and others: {Snowmass 2021 Computational Frontier CompF03 Topical Group Report: Machine Learning}. 2022,
2021Buchalla, G. and Cat\`a, O. and Celis, A. and Knecht, M. and Krause, C.: {Higgs-electroweak chiral Lagrangian: One-loop renormalization group equations}. In: Phys. Rev. D, 104, 2021, 076005
2021Carena, Marcela and Krause, Claudius and Liu, Zhen and Wang, Yikun: {New approach to electroweak symmetry nonrestoration}. In: Phys. Rev. D, 104, 2021, 055016
2020Rosell, Ignasi and Krause, Claudius and Pich, Antonio and Sanz-Cillero, Juan Jos\'e: {Effective Theories and Resonances in Strongly-Coupled Electroweak Symmetry Breaking Scenarios}. In: PoS, EPS-HEP2019, 2020, 643
2020Gao, Christina and H\"oche, Stefan and Isaacson, Joshua and Krause, Claudius and Schulz, Holger: {Event Generation with Normalizing Flows}. In: Phys. Rev. D, 101, 2020, 076002
2020Gao, Christina and Isaacson, Joshua and Krause, Claudius: {i-flow: High-dimensional Integration and Sampling with Normalizing Flows}. In: Mach. Learn. Sci. Tech., 1, 2020, 045023
2019Krause, Claudius and Pich, Antonio and Rosell, Ignasi and Santos, Joaqu\'\i{}n and Sanz-Cillero, Juan Jos\'e: {Colorful Imprints of Heavy States in the Electroweak Effective Theory}. In: JHEP, 05, 2019, 092
2019Krause, Claudius and Buchalla, Gerhard and Cata, Oscar and Celis, Alejandro and Knecht, Marc: {Complete One-Loop Renormalization of the Higgs-Electroweak Chiral Lagrangian}. In: PoS, CD2018, 2019, 072
2019Rosell, Ignasi and Krause, Claudius and Pich, Antonio and Santos, Joaqu\'\i{}n and Sanz-Cillero, Juan Jos\'e: {Heavy resonances and the electroweak effective theory}. In: PoS, ICHEP2018, 2019, 316
2019Buchalla, Gerhard and Celis, Alejandro and Krause, Claudius and Toelstede, Jan-Niklas: {Master Formula for One-Loop Renormalization of Bosonic SMEFT Operators}. 2019,
2019Cepeda, M. and others: {Report from Working Group 2}: {Higgs Physics at the HL-LHC and HE-LHC}. In: CERN Yellow Rep. Monogr., 7, 2019, 221--584
2018Buchalla, G. and Cata, O. and Celis, A. and Knecht, M. and Krause, C.: {Complete One-Loop Renormalization of the Higgs-Electroweak Chiral Lagrangian}. In: Nucl. Phys. B, 928, 2018, 93--106
2018de Blas, Jorge and Eberhardt, Otto and Krause, Claudius: {Current and Future Constraints on Higgs Couplings in the Nonlinear Effective Theory}. In: JHEP, 07, 2018, 048
2018Chala, Mikael and Krause, Claudius and Nardini, Germano: {Signals of the electroweak phase transition at colliders and gravitational wave observatories}. In: JHEP, 07, 2018, 062
2018Rosell, Ignasi and Krause, Claudius and Pich, Antonio and Santos, Joaqu\'\i{}n and Sanz-Cillero, Juan Jos\'e: {Tracks of resonances in electroweak effective Lagrangians}. In: PoS, EPS-HEP2017, 2018, 334
2017Buchalla, G. and Cata, O. and Celis, A. and Krause, C.: {Standard Model Extended by a Heavy Singlet: Linear vs. Nonlinear EFT}. In: Nucl. Phys. B, 917, 2017, 209--233
2016Claudius Krause: Higgs Effective Field Theories - Systematics and Applications. PhD Thesis, 2016
2016Buchalla, G. and Cata, O. and Celis, A. and Krause, C.: {Comment on ''Analysis of General Power Counting Rules in Effective Field Theory''}. 2016,
2016Buchalla, G. and Cata, O. and Celis, A. and Krause, C.: {Fitting Higgs Data with Nonlinear Effective Theory}. In: Eur. Phys. J. C, 76, 2016, 233
2016de Florian, D. and others: {Handbook of LHC Higgs Cross Sections: 4. Deciphering the Nature of the Higgs Sector}. 2016,
2016de Florian, D. and others: {Handbook of LHC Higgs Cross Sections: 4. Deciphering the Nature of the Higgs Sector}. 2/2017, 2016,
2015Buchalla, Gerhard and Cata, Oscar and Krause, Claudius: {A Systematic Approach to the SILH Lagrangian}. In: Nucl. Phys. B, 894, 2015, 602--620
2015Buchalla, G. and Cata, O. and Celis, A. and Krause, C.: {Note on Anomalous Higgs-Boson Couplings in Effective Field Theory}. In: Phys. Lett. B, 750, 2015, 298--301
2014Buchalla, Gerhard and Cat\`a, Oscar and Krause, Claudius: {Complete Electroweak Chiral Lagrangian with a Light Higgs at NLO}. In: Nucl. Phys. B, 880, 2014, 552--573
2014Buchalla, Gerhard and Cat\'a, Oscar and Krause, Claudius: {On the Power Counting in Effective Field Theories}. In: Phys. Lett. B, 731, 2014, 80--86