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Bernhard Schölkopf

Max Planck Institute for Intelligent Systems

140H-index
1.5KPaper Count
14.5WCitation Count
Published Papers 96
Publication Date
In silico biological discovery with large perturbation models
err2025-10-15
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errDjordje Miladinovic; Tobias Höppe; Mathieu Chevalley; Andreas Georgiou; Lachlan Stuart; Arash Mehrjou; Marcus Bantscheff; Bernhard Schölkopf; Patrick Schwab
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Use the 4S (Signal-Safe Speckle Subtraction): Explainable Machine Learning Reveals the Giant Exoplanet AF Lep b in High-contrast Imaging Data from 2011
err2025-04-01
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errBonse, Markus J.; Gebhard, Timothy D.; Dannert, Felix A.; Absil, Olivier; Cantalloube, Faustine; Christiaens, Valentin; Cugno, Gabriele; Garvin, Emily O.; Hayoz, Jean; Kasper, Markus; Matthews, Elisabeth; Schoelkopf, Bernhard; Quanz, Sascha P.
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The ENCODE Imputation Challenge: a critical assessment of methods for cross-cell type imputation of epigenomic profiles ( vol 24 , 79 , 2023)
err2025-02-13
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errSchreiber, Jacob Matthew; Boix, Carles A.; Lee, Jin Wook; Li, Hongyang; Guan, Yuanfang; Chang, Chun-Chieh; Chang, Jen-Chien; Hawkins-Hooker, Alex; Schoelkopf, Bernhard; Schweikert, Gabriele; Carulla, Mateo Rojas; Canakoglu, Arif; Guzzo, Francesco; Nanni, Luca; Masseroli, Marco; Carman, Mark James; Pinoli, Pietro; Hong, Chenyang; Yip, Kevin Y.; Spence, Jefrey P.; Batra, Sanjit Singh; Song, Yun S.; Mahony, Shaun; Zhang, Zheng; Tan, Wuwei; Shen, Yang; Sun, Yuanfei; Shi, Minyi; Adrian, Jessika; Sandstrom, Richard S.; Farrell, Nina P.; Halow, Jessica M.; Lee, Kristen; Jiang, Lixia; Yang, Xinqiong; Epstein, Charles B.; Strattan, J. Seth; Bernstein, Bradley E.; Snyder, Michael P.; Kellis, Manolis; Noble, William S.; Kundaje, Anshul Bharat; ENCODE Imputat Challenge Participants
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Flow matching for atmospheric retrieval of exoplanets: Where reliability meets adaptive noise levels
err2024-12-24
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errGebhard, Timothy D.; Wildberger, Jonas; Dax, Maximilian; Kofler, Annalena; Angerhausen, Daniel; Quanz, Sascha P.; Schoelkopf, Bernhard
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Low-power scalable multilayer optoelectronic neural networks enabled with incoherent light
err2024-12-18
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errSong, Alexander; Kottapalli, Sai Nikhilesh Murty; Goyal, Rahul; Schoelkopf, Bernhard; Fischer, Peer
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Parameterizing pressure-temperature profiles of exoplanet atmospheres with neural networks
err2023-12-20
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errGebhard, Timothy D.; Angerhausen, Daniel; Konrad, Bjorn S.; Alei, Eleonora; Quanz, Sascha P.; Schoelkopf, Bernhard
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Reinforcement learning with model-based feedforward inputs for robotic table tennis
err2023-10-17
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errMa, Hao; Buechler, Dieter; Schoelkopf, Bernhard; Muehlebach, Michael
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Getting personal with epigenetics: towards individual-specific epigenomic imputation with machine learning
err2023-08-07
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errHawkins-Hooker, Alex; Visona, Giovanni; Narendra, Tanmayee; Rojas-Carulla, Mateo; Schoelkopf, Bernhard; Schweikert, Gabriele
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Quantification of intratumoural heterogeneity in mice and patients via machine-learning models trained on PET-MRI data
err2023-06-05
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PREAI
errKatiyar, Prateek; Schwenck, Johannes; Frauenfeld, Leonie; Divine, Mathew R.; Agrawal, Vaibhav; Kohlhofer, Ursula; Gatidis, Sergios; Kontermann, Roland; Koenigsrainer, Alfred; Quintanilla-Martinez, Leticia; la Fougere, Christian; Schoelkopf, Bernhard; Pichler, Bernd J.; Disselhorst, Jonathan A.
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Evaluating vaccine allocation strategies using simulation-assisted causal modeling
err2023-06-01
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errKekic, Armin; Dehning, Jonas; Gresele, Luigi; von Kuegelgen, Julius; Priesemann, Viola; Schoelkopf, Bernhard
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Multiplane Diffractive Acoustic Networks
err2023-05-01
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errAthanassiadis, Athanasios G. G.; Schlieder, Lennart; Melde, Kai; Volchkov, Valentin; Scholkopf, Bernhard; Fischer, Peer
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The ENCODE Imputation Challenge: a critical assessment of methods for cross-cell type imputation of epigenomic profiles
err2023-04-18
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errSchreiber, Jacob; Boix, Carles; Lee, Jin Wook; Li, Hongyang; Guan, Yuanfang; Chang, Chun-Chieh; Chang, Jen-Chien; Hawkins-Hooker, Alex; Scholkopf, Bernhard; Schweikert, Gabriele; Carulla, Mateo Rojas; Canakoglu, Arif; Guzzo, Francesco; Nanni, Luca; Masseroli, Marco; Carman, Mark James; Pinoli, Pietro; Hong, Chenyang; Yip, Kevin Y.; Spence, Jeffrey P.; Batra, Sanjit Singh; Song, Yun S.; Mahony, Shaun; Zhang, Zheng; Tan, Wuwei; Shen, Yang; Sun, Yuanfei; Shi, Minyi; Adrian, Jessika; Sandstrom, Richard; Farrell, Nina; Halow, Jessica; Lee, Kristen; Jiang, Lixia; Yang, Xinqiong; Epstein, Charles; Strattan, J. Seth; Bernstein, Bradley; Snyder, Michael; Kellis, Manolis; Stafford, William; Kundaje, Anshul
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Compact holographic sound fields enable rapid one- step assembly of matter in 3D
err2023-02-10
err41
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errMelde, Kai; Kremer, Heiner; Shi, Minghui; Seneca, Senne; Frey, Christoph; Platzman, Ilia; Degel, Christian; Schmitt, Daniel; Schoelkopf, Bernhard; Fischer, Peer
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A machine learning route between band mapping and band structure
err2022-12-30
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errXian, R. Patrick; Stimper, Vincent; Zacharias, Marios; Dendzik, Maciej; Dong, Shuo; Beaulieu, Samuel; Scholkopf, Bernhard; Wolf, Martin; Rettig, Laurenz; Carbogno, Christian; Bauer, Stefan; Ernstorfer, Ralph
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Better Together Data Harmonization and Cross-Study Analysis of Abdominal MRI Data From UK Biobank and the German National Cohort
err2022-12-16
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errGatidis, Sergios; Kart, Turkay; Fischer, Marc; Winzeck, Stefan; Glocker, Ben; Bai, Wenjia; Buelow, Robin; Emmel, Carina; Friedrich, Lena; Kauczor, Hans-Ulrich; Keil, Thomas; Kroencke, Thomas; Mayer, Philipp; Niendorf, Thoralf; Peters, Annette; Pischon, Tobias; Schaarschmidt, Benedikt M.; Schmidt, Boerge; Schulze, Matthias B.; Umutle, Lale; Voelzke, Henry; Kuestner, Thomas; Bamberg, Fabian; Schoelkopf, Bernhard; Rueckert, Daniel
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A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations
err2022-12-03
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errKarimi, Amir-Hossein; Barthe, Gilles; Schoelkopf, Bernhard; Valera, Isabel
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Learning to Play Table Tennis From Scratch Using Muscular Robots
err2022-12-01
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errBuechler, Dieter; Guist, Simon; Calandra, Roberto; Berenz, Vincent; Schoelkopf, Bernhard; Peters, Jan
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Automated imaging-based abdominal organ segmentation and quality control in 20,000 participants of the UK Biobank and German National Cohort Studies
err2022-11-04
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errKart, Turkay; Fischer, Marc; Winzeck, Stefan; Glocker, Ben; Bai, Wenjia; Buelow, Robin; Emmel, Carina; Friedrich, Lena; Kauczor, Hans-Ulrich; Keil, Thomas; Kroencke, Thomas; Mayer, Philipp; Niendorf, Thoralf; Peters, Annette; Pischon, Tobias; Schaarschmidt, Benedikt M.; Schmidt, Boerge; Schulze, Matthias B.; Umutle, Lale; Voelzke, Henry; Kuestner, Thomas; Bamberg, Fabian; Schoelkopf, Bernhard; Rueckert, Daniel; Gatidis, Sergios
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A Generative Model for Quasar Spectra
err2022-10-11
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errEilers, Anna-Christina; Hogg, David W.; Schoelkopf, Bernhard; Foreman-Mackey, Daniel; Davies, Frederick B.; Schindler, Jan-Torge
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