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ResearcherID: A-7570-2013

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CIFAR: Toronto, Ontario, CA

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Works (50 of 545)

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Page 1 of 11

Early warning of complex climate risk with integrated artificial intelligence

Nature Communications
2025-03-15 | Journal article
DOI: 10.1038/s41467-025-57640-w
Contributors: Markus Reichstein; Vitus Benson; Jan Blunk; Gustau Camps-Valls; Felix Creutzig; Carina J. Fearnley; Boran Han; Kai Kornhuber; Nasim Rahaman; Bernhard Schölkopf et al.
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Crossref

Real-time inference for binary neutron star mergers using machine learning

Nature
2025-03-06 | Journal article
DOI: 10.1038/s41586-025-08593-z
Contributors: Maximilian Dax; Stephen R. Green; Jonathan Gair; Nihar Gupte; Michael Pürrer; Vivien Raymond; Jonas Wildberger; Jakob H. Macke; Alessandra Buonanno; Bernhard Schölkopf
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Crossref

Flow matching for atmospheric retrieval of exoplanets: Where reliability meets adaptive noise levels

Astronomy & Astrophysics
2025-01 | Journal article
DOI: 10.1051/0004-6361/202451861
Contributors: Timothy D. Gebhard; Jonas Wildberger; Maximilian Dax; Annalena Kofler; Daniel Angerhausen; Sascha P. Quanz; Bernhard Schölkopf
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Crossref

Terminating Differentiable Tree Experts

2024 | Book chapter
DOI: 10.1007/978-3-031-71167-1_16
Contributors: Jonathan Thomm; Michael Hersche; Giacomo Camposampiero; Aleksandar Terzić; Bernhard Schölkopf; Abbas Rahimi
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Crossref

Low-power scalable multilayer optoelectronic neural networks enabled with incoherent light

Nature Communications
2024-12-18 | Journal article
DOI: 10.1038/s41467-024-55139-4
Contributors: Alexander Song; Sai Nikhilesh Murty Kottapalli; Rahul Goyal; Bernhard Schölkopf; Peer Fischer
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Crossref

Early warning of complex climate risk with integrated artificial intelligence

2024-04-17 | Preprint
DOI: 10.21203/rs.3.rs-4248340/v1
Contributors: Markus Reichstein; Dorothea Frank; Vitus Benson; Gustau Camps-Valls; Joachim Denzler; Kai Kornhuber; Bernhard Schoelkopf; Ricardo Vinuesa; Boran Han; Carina Fearnley et al.
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Crossref

normflows: A PyTorch Package for Normalizing Flows

Journal of Open Source Software
2023-06-24 | Journal article
DOI: 10.21105/joss.05361
Contributors: Vincent Stimper; David Liu; Andrew Campbell; Vincent Berenz; Lukas Ryll; Bernhard Schölkopf; José Miguel Hernández-Lobato
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Crossref

Robustness Implies Fairness in Causal Algorithmic Recourse

2023-06-12 | Conference paper
DOI: 10.1145/3593013.3594057
Contributors: Ahmad-Reza Ehyaei; Amir-Hossein Karimi; Bernhard Schoelkopf; Setareh Maghsudi
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Crossref

Multiplane Diffractive Acoustic Networks

IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control
2023-05 | Journal article
DOI: 10.1109/TUFFC.2023.3255992
Contributors: Athanasios G. Athanassiadis; Lennart Schlieder; Kai Melde; Valentin Volchkov; Bernhard Schölkopf; Peer Fischer
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Crossref

A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations

ACM Computing Surveys
2023-05-31 | Journal article
DOI: 10.1145/3527848
Contributors: Amir-Hossein Karimi; Gilles Barthe; Bernhard Schölkopf; Isabel Valera
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Crossref

Neural Importance Sampling for Rapid and Reliable Gravitational-Wave Inference

Physical Review Letters
2023-04-26 | Journal article
DOI: 10.1103/PhysRevLett.130.171403
Contributors: Maximilian Dax; Stephen R. Green; Jonathan Gair; Michael Pürrer; Jonas Wildberger; Jakob H. Macke; Alessandra Buonanno; Bernhard Schölkopf
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Crossref

Compact holographic sound fields enable rapid one-step assembly of matter in 3D

Science Advances
2023-02-10 | Journal article
DOI: 10.1126/sciadv.adf6182
Contributors: Kai Melde; Heiner Kremer; Minghui Shi; Senne Seneca; Christoph Frey; Ilia Platzman; Christian Degel; Daniel Schmitt; Bernhard Schölkopf; Peer Fischer
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Crossref

Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images

IEEE Transactions on Geoscience and Remote Sensing
2022 | Journal article
DOI: 10.1109/TGRS.2021.3130842
Contributors: Lukas Kondmann; Aysim Toker; Sudipan Saha; Bernhard Scholkopf; Laura Leal-Taixe; Xiao Xiang Zhu
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Crossref

Learning to Play Table Tennis From Scratch Using Muscular Robots

IEEE Transactions on Robotics
2022-12 | Journal article
DOI: 10.1109/TRO.2022.3176207
Contributors: Dieter Buchler; Simon Guist; Roberto Calandra; Vincent Berenz; Bernhard Scholkopf; Jan Peters
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Crossref

Quantifying the Effects of Contact Tracing, Testing, and Containment Measures in the Presence of Infection Hotspots

ACM Transactions on Spatial Algorithms and Systems
2022-12-31 | Journal article
DOI: 10.1145/3530774
Contributors: Lars Lorch; Heiner Kremer; William Trouleau; Stratis Tsirtsis; Aron Szanto; Bernhard Schölkopf; Manuel Gomez-Rodriguez
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Crossref

Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal framework

Astronomy & Astrophysics
2022-10 | Journal article
DOI: 10.1051/0004-6361/202142529
Contributors: Timothy D. Gebhard; Markus J. Bonse; Sascha P. Quanz; Bernhard Schölkopf
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Crossref

A Generative Model for Quasar Spectra

The Astrophysical Journal
2022-10-01 | Journal article
DOI: 10.3847/1538-4357/ac8ead
Contributors: Anna–Christina Eilers; David W. Hogg; Bernhard Schölkopf; Daniel Foreman-Mackey; Frederick B. Davies; Jan–Torge Schindler
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Crossref

ResMiCo: increasing the quality of metagenome-assembled genomes with deep learning

2022-06-26 | Preprint
DOI: 10.1101/2022.06.23.497335
Contributors: Olga Mineeva; Daniel Danciu; Bernhard Schölkopf; Ruth E. Ley; Gunnar Rätsch; Nicholas D. Youngblut
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Crossref

The unpopular Package: A Data-driven Approach to Detrending TESS Full-frame Image Light Curves

The Astronomical Journal
2022-06-01 | Journal article
DOI: 10.3847/1538-3881/ac625a
Contributors: Soichiro Hattori; Daniel Foreman-Mackey; David W. Hogg; Benjamin T. Montet; Ruth Angus; T. A. Pritchard; Jason L. Curtis; Bernhard Schölkopf
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Crossref

Getting Personal with Epigenetics: Towards Machine-Learning-Assisted Precision Epigenomics

2022-02-14 | Preprint
DOI: 10.1101/2022.02.11.479115
Contributors: Alex Hawkins-Hooker; Giovanni Visonà; Tanmayee Narendra; Mateo Rojas-Carulla; Bernhard Schölkopf; Gabriele Schweikert
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Crossref

ArmSym: A Virtual Human–Robot Interaction Laboratory for Assistive Robotics

IEEE Transactions on Human-Machine Systems
2021-12 | Journal article
DOI: 10.1109/THMS.2021.3106865
Contributors: Samuel Bustamante; Jan Peters; Bernhard Scholkopf; Moritz Grosse-Wentrup; Vinay Jayaram
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Crossref

Real-Time Gravitational Wave Science with Neural Posterior Estimation

Physical Review Letters
2021-12-08 | Journal article
DOI: 10.1103/PhysRevLett.127.241103
Contributors: Maximilian Dax; Stephen R. Green; Jonathan Gair; Jakob H. Macke; Alessandra Buonanno; Bernhard Schölkopf
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Crossref

Toward Causal Representation Learning

Proceedings of the IEEE
2021-05 | Journal article
DOI: 10.1109/JPROC.2021.3058954
Contributors: Bernhard Scholkopf; Francesco Locatello; Stefan Bauer; Nan Rosemary Ke; Nal Kalchbrenner; Anirudh Goyal; Yoshua Bengio
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Crossref

Simpson's Paradox in COVID-19 Case Fatality Rates: A Mediation Analysis of Age-Related Causal Effects

IEEE Transactions on Artificial Intelligence
2021-02 | Journal article
DOI: 10.1109/TAI.2021.3073088
Contributors: Julius von Kügelgen; Luigi Gresele; Bernhard Schölkopf
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Crossref

Adversarial vulnerability of neural networks increases with input dimension

2018 | Report
Source: Self-asserted source
Bernhard Schölkopf

Autofocusing-based phase correction

Magnetic Resonance in Medicine
2018 | Journal article
DOI: 10.1002/mrm.27092
Source: Self-asserted source
Bernhard Schölkopf

Automatic Estimation of Modulation Transfer Functions

International Conference on Computational Photography (ICCP)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Cause-Effect Inference by Comparing Regression Errors

Proceedings of the 21st International Conference on Artificial Intelligence and Statistics (AISTATS)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Clustering Meets Implicit Generative Models

Workshop at 6th International Conference on Learning Representations (ICLR)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Detecting non-causal artifacts in multivariate linear regression models

Proceedings of the 35th International Conference on Machine Learning (ICML)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Differentially Private Database Release via Kernel Mean Embeddings

Proceedings of the 35th International Conference on Machine Learning (ICML)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Discriminative Transfer Learning for General Image Restoration

IEEE Transactions on Image Processing
2018 | Journal article
DOI: 10.1109/TIP.2018.2831925
Source: Self-asserted source
Bernhard Schölkopf

Fidelity-Weighted Learning

6th International Conference on Learning Representations (ICLR)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

From Deterministic ODEs to Dynamic Structural Causal Models

Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial Intelligence (UAI)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Generalized Score Functions for Causal Discovery

Proceedings of the 24th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Group invariance principles for causal generative models

Proceedings of the 21st International Conference on Artificial Intelligence and Statistics (AISTATS)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Kernel-based tests for joint independence

Journal of the Royal Statistical Society: Series B (Statistical Methodology)
2018 | Journal article
DOI: 10.1111/rssb.12235
Source: Self-asserted source
Bernhard Schölkopf

Learning Causality and Causality-Related Learning: Some Recent Progress

National Science Review
2018 | Journal article
DOI: 10.1093/nsr/nwx137
Source: Self-asserted source
Bernhard Schölkopf

Learning Disentangled Representations with Wasserstein Auto-Encoders

Workshop at 6th International Conference on Learning Representations (ICLR)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Learning Independent Causal Mechanisms

Proceedings of the 35th International Conference on Machine Learning (ICML)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Leveraging the Crowd to Detect and Reduce the Spread of Fake News and Misinformation

Proceedings of the 11th ACM International Conference on Web Search and Data Mining (WSDM 2018)
2018 | Conference paper
DOI: 10.1145/3159652.3159734
Source: Self-asserted source
Bernhard Schölkopf

Prediction of Glucose Tolerance without an Oral Glucose Tolerance Test

Frontiers in Endocrinology
2018 | Journal article
DOI: 10.3389/fendo.2018.00082
Source: Self-asserted source
Bernhard Schölkopf
grade
Preferred source (of 2)‎

Revisiting First-Order Convex Optimization Over Linear Spaces

Proceedings of the 35th International Conference on Machine Learning (ICML)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Tempered Adversarial Networks

Proceedings of the 35th International Conference on Machine Learning (ICML)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Wasserstein Auto-Encoders

6th International Conference on Learning Representations (ICLR)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

Wasserstein Auto-Encoders: Latent Dimensionality and Random Encoders

Workshop at 6th International Conference on Learning Representations (ICLR)
2018 | Conference paper
Source: Self-asserted source
Bernhard Schölkopf

A Guided Task for Cognitive Brain-Computer Interfaces

Proceedings of the 7th Graz Brain-Computer Interface Conference (GBCIC 2017)
2017 | Conference paper
DOI: 10.3217/978-3-85125-533-1-60
Source: Self-asserted source
Bernhard Schölkopf

A note on the expected minimum error probability in equientropic channels

2017 | Report
Source: Self-asserted source
Bernhard Schölkopf

A Novel Unsupervised Segmentation Approach Quantifies Tumor Tissue Populations Using Multiparametric MRI: First Results with Histological Validation

Molecular Imaging and Biology
2017 | Journal article
DOI: 10.1007/s11307-016-1009-y
Source: Self-asserted source
Bernhard Schölkopf

A pixel-level model for event discovery in time-domain imaging

2017 | Report
Source: Self-asserted source
Bernhard Schölkopf
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