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Klaus-Robert Müller

Berlin Institute for the Foundations of Learning and Data

15H-index
89Paper Count
995Citation Count
Published Papers 153
Publication Date
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Towards robust foundation models for digital pathology
errNature Communications
IF15.7
err2026-06-11
err0
errOAAI
errJonah Kömen; Edwin D. de Jong; Julius Hense; Hannah Marienwald; Jonas Dippel; Philip Naumann; Eric Marcus; Lukas Ruff; Maximilian Alber; Jonas Teuwen; Frederick Klauschen; Klaus-Robert Müller
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Mitigating Clever Hans Strategies in Image Classifiers through Generating Counterexamples
errInformation Fusion
IF15.5
err2026-04-25
err0
errOAAI
errSidney Bender; Ole Delzer; Jan Herrmann; Heike Antje Marxfeld; Klaus-Robert Müller; Grégoire Montavon
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errSave
Machine learning global atomic representations with Euclidean fast attention
errNature Machine Intelligence
IF23.9
err2026-03-25
err0
PREAI
errJ. Thorben Frank; Stefan Chmiela; Klaus-Robert Müller; Oliver T. Unke
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errSave
Uncovering the Structure of Explanation Quality with Spectral Analysis
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT III
IF0
err2026-01-01
err0
errOAAI
errMaess, Johannes; Montavon, Gregoire; Nakajima, Shinichi; Mueller, Klaus-Robert; Schnake, Thomas
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errSave
XpertAI: Uncovering Regression Model Strategies for Sub-manifolds
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT III
IF0
err2026-01-01
err0
errOAAI
errLetzgus, Simon; Muller, Klaus-Robert; Montavon, Gregoire
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errSave
Towards desiderata-driven design of visual counterfactual explainers
errPattern Recognition
IF7.6
err2025-12-11
err0
errOAAI
errSidney Bender; Jan Herrmann; Klaus-Robert Müller; Grégoire Montavon
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errSave
Peering inside the black box by learning the relevance of many-body functions in neural network potentials
errNature Communications
IF15.7
err2025-11-10
err0
errOAAI
errKlara Bonneau; Jonas Lederer; Clark Templeton; David Rosenberger; Lorenzo Giambagli; Klaus-Robert Müller; Cecilia Clementi
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errSave
Deep Learning From Diffuse Optical Oximetry Time-Series: An fNIRS-Focused Review of Recent Advancements and Future Directions
errIEEE Reviews in Biomedical Engineering
IF12
err2025-11-06
err0
errOAAI
errTheekshana Dissanayake; Klaus-Robert Müller; Alexander von Lühmann
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errSave
AI-powered spatial cell phenomics enhances risk stratification in non-small cell lung cancer
errNature Communications
IF15.7
err2025-11-03
err0
errOAAI
errSimon Schallenberg; Gabriel Dernbach; Sharon Ruane; Philipp Jurmeister; Cornelius Böhm; Kai Standvoss; Sandip Ghosh; Marco Frentsch; Mihnea P. Dragomir; Philipp G. Keyl; Corinna Friedrich; Il-Kang Na; Sabine Merkelbach-Bruse; Alexander Quaas; Nikolaj Frost; Kyrill Boschung; Winfried Randerath; Georg Schlachtenberger; Matthias Heldwein; Ulrich Keilholz; Khosro Hekmat; Jens-Carsten Rückert; Reinhard Büttner; Angela Vasaturo; David Horst; Lukas Ruff; Maximilian Alber; Klaus-Robert Müller; Frederick Klauschen
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errSave
Network Measure-Enriched GNNs: A New Framework for Power Grid Stability Prediction
errIEEE Transactions on Knowledge and Data Engineering
IF10.4
err2025-10-22
err0
PREAI
errJunyou Zhu; Christian Nauck; Michael Lindner; Langzhou He; Philip S. Yu; Klaus-Robert Müller; Jürgen Kurths; Frank Hellmann
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errSave
Neural interaction explainable AI predicts drug response across cancers
errNAR Cancer
IF3.2
err2025-09-03
err0
errOAAI
errPhilipp Keyl; Julius Keyl; Andreas Mock; Gabriel Dernbach; Liliana H Mochmann; Niklas Kiermeyer; Philipp Jurmeister; Michael Bockmayr; Roland F Schwarz; Grégoire Montavon; Klaus-Robert Müller; Frederick Klauschen
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errSave
Enhancing Brain Source Reconstruction by Initializing 3-D Neural Networks With Physical Inverse Solutions
errIEEE Transactions on Medical Imaging
IF9.8
err2025-08-04
err0
errOAAI
errMarco Morik; Ali Hashemi; Klaus-Robert Müller; Stefan Haufe; Shinichi Nakajima
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errSave
Data augmentation for forecasting industrial aging processes via conditional multimodal generative time-series models
errCOMPUTERS & CHEMICAL ENGINEERING
IF3.9
err2025-05-15
err0
errOAAI
errBogojeski, Mihail; Yakut, Nataliya; Nedelkoski, Sasho; Nakajima, Shinichi; Mueller, Klaus-Robert
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errSave
Analyzing Atomic Interactions in Molecules as Learned by Neural Networks
errJOURNAL OF CHEMICAL THEORY AND COMPUTATION
IF5.5
err2025-01-10
err1
errOAAI
errEsders, Malte; Schnake, Thomas; Lederer, Jonas; Kabylda, Adil; Montavon, Greegoire; Tkatchenko, Alexandre; Mueller, Klaus-Robert
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errSave
A Machine Learning and Explainable AI Framework Tailored for Unbalanced Experimental Catalyst Discovery
errJOURNAL OF PHYSICAL CHEMISTRY C
IF3.2
err2024-12-06
err0
errOAAI
errSemnani, Parastoo; Bogojeski, Mihail; Bley, Florian; Zhang, Zizheng; Wu, Qiong; Kneib, Thomas; Herrmann, Jan; Weisser, Christoph; Patcas, Florina; Mueller, Klaus-Robert
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errSave
DNA Methylation Profiling of Salivary Gland Tumors Supports and Expands Conventional Classification
errMODERN PATHOLOGY
IF5.5
err2024-12-01
err0
errOAAI
errJurmeister, Philipp; Leitheiser, Maximilian; Arnold, Alexander; Capilla, Emma Paya; Mochmann, Liliana H.; Zhdanovic, Yauheniya; Schleich, Konstanze; Jung, Nina; Chimal, Edgar Calderon; Jung, Andreas; Kumbrink, Joeurorg; Harter, Patrick; Prenissl, Niklas; Elezkurtaj, Sefer; Brcic, Luka; Deigendesch, Nikolaus; Frank, Stephan; Hench, Jurgen; Forsch, Sebastian; Breimer, Gerben; Grunsven, Ilse van Engen van; Lassche, Gerben; van Herpen, Carla; Zhou, Fang; Snuderl, Matija; Agaimy, Abbas; Mueller, Klaus-Robert; von Deimiling, Andreas; Capper, David; Klauschen, Frederick; Ihrler, Stephan
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errSave
Dissecting AI-based mutation prediction in lung adenocarcinoma: A comprehensive real-world study
errEUROPEAN JOURNAL OF CANCER
IF7.1
err2024-11-01
err1
PREAI
errDernbach, Gabriel; Kazdal, Daniel; Ruff, Lukas; Alber, Maximilian; Romanovsky, Eva; Schallenberg, Simon; Christopoulos, Petros; Weis, Cleo-Aron; Muley, Thomas; Schneider, Marc A.; Schirmacher, Peter; Thomas, Michael; Mueller, Klaus-Robert; Budczies, Jan; Stenzinger, Albrecht; Klauschen, Frederick
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errSave
Historical insights at scale: A corpus-wide machine learning analysis of early modern astronomic tables
errSCIENCE ADVANCES
IF12.5
err2024-10-25
err0
errOAAI
errEberle, Oliver; Buettner, Jochen; el-Hajj, Hassan; Montavon, Gregoire; Mueller, Klaus-Robert; Valleriani, Matteo
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errSave
A Euclidean transformer for fast and stable machine learned force fields
errNATURE COMMUNICATIONS
IF15.7
err2024-08-06
err3
errOAAI
errFrank, J. Thorben; Unke, Oliver T.; Mueller, Klaus-Robert; Chmiela, Stefan
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errSave
Molecular relaxation by reverse diffusion with time step prediction
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2024-08-06
err2
errOAAI
errKahouli, Khaled; Hessmann, Stefaan Simon Pierre; Mueller, Klaus-Robert; Nakajima, Shinichi; Gugler, Stefan; Gebauer, Niklas Wolf Andreas
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errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
A
Andreas von Deimling
H-index: 175 · Papers: 1.8K
P
Philip S. Yu
H-index: 166 · Papers: 2.7K
N
Niels Birbaumer
H-index: 145 · Papers: 1.2K
M
Matthias Scheffler
H-index: 133 · Papers: 1.0K
J
Jürgen Kurths
H-index: 131 · Papers: 2.1K
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