JR
Jakob Runge
cs.LGstat.MEmath.STstat.MLstat.THcs.AIphysics.ao-phphysics.data-ancs.ITmath.IT
On Valency
published · living versionsW_98nthc8g·v1 · currentpublished
Quantifying Causal Coupling Strength: A Lag-specific Measure For Multivariate Time Series Related To Transfer Entropy
with Jobst Heitzig, Norbert Marwan, Jürgen Kurths
1 version
Preprints & journals
59 papers in the corpus · 2011–2026Symmetries and Causality: Causal Effect Identification Beyond IID Data2609.03697v2 · Martin Rabel, Jakob Runge2026 · 0 citationsarXiv
Identifying Direct Causal Effects in Latent Factor Models by Accounting for Unidentified Parents2605.28105v1 · Tom Hochsprung, Nils Sturma, Jakob Runge et al.2026 · 0 citationsarXiv
Structural Causal Bottleneck Models2603.08682v3 · Simon Bing, Jonas Wahl, Jakob Runge2026 · 0 citationsarXiv
Best practices for moving from correlation to causation in ecological research.41730909 · Correia, Hannah E, Dee, Laura E, Byrnes, Jarrett E K et al.2026 · 11 citationsNature communications. 2026;17(1)
Context-Specific Causal Graph Discovery with Unobserved Contexts: Non-Stationarity, Regimes and Spatio-Temporal Patterns2511.21537v2 · Martin Rabel, Jakob Runge2025 · 0 citationsarXiv
Multidata Causal Discovery for Statistical Hurricane Intensity Forecasting2510.02050v3 · Saranya Ganesh S, Frederick Iat-Hin Tam, Milton S. Gomez et al.2025 · 0 citationsarXiv
Causal discovery on vector-valued variables and consistency-guided aggregation2505.10476v1 · Urmi Ninad, Jonas Wahl, Andreas Gerhardus et al.2025 · 0 citationsarXiv
Using Time Structure to Estimate Causal Effects2504.11076v2 · Tom Hochsprung, Jakob Runge, Andreas Gerhardus2025 · 0 citationsarXiv
Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery2503.17037v3 · Rebecca J. Herman, Jonas Wahl, Urmi Ninad et al.2025 · 0 citationsProceedings of Machine Learning Research, 2025
Sanity Checking Causal Representation Learning on a Simple Real-World System2502.20099v3 · Juan L. Gamella, Simon Bing, Jakob Runge2025 · 0 citationsarXiv
How PC-based Methods Err: Towards Better Reporting of Assumption Violations and Small Sample Errors2502.14719v2 · Sofia Faltenbacher, Jonas Wahl, Rebecca Herman et al.2025 · 0 citationsProceedings of the 42nd Conference on Uncertainty in Artificial Intelligence, PMLR 337:1498-1519, 2026
Decreasing aerosols increase the European summer diurnal temperature range.39957790 · Roesch, Carla M, Fons, Emilie, Ballinger, Andrew P et al.2025 · 7 citationsNPJ climate and atmospheric science. 2025;8(1):47
Causal discovery with endogenous context variables2412.04981v1 · Wiebke Gunther, Oana-Iuliana Popescu, Martin Rabel et al.2024 · 1 citationAdvances in Neural Information Processing Systems, 37 (2024), p. 36243-36284
Causal Modeling in Multi-Context Systems: Distinguishing Multiple Context-Specific Causal Graphs which Account for Observational Support2410.20405v1 · Martin Rabel, Wiebke Gunther, Jakob Runge et al.2024 · 1 citationarXiv
Causal Representation Learning in Temporal Data via Single-Parent Decoding2410.07013v1 · Philippe Brouillard, S'ebastien Lachapelle, Julia Kaltenborn et al.2024 · 2 citationsarXiv
network-based constraint to evaluate climate sensitivity.39138144 · Ricard, Lucile, Falasca, Fabrizio, Runge, Jakob et al.2024 · 5 citationsNature communications. 2024;15(1):6942
Asymptotic Uncertainty in the Estimation of Frequency Domain Causal Effects for Linear Processes2406.18191v1 · Nicolas-Domenic Reiter, Jonas Wahl, Gabriele C. Hegerl et al.2024 · 0 citationsarXiv
Causal Inference on Process Graphs, Part II: Causal Structure and Effect Identification2406.17422v2 · Nicolas-Domenic Reiter, Jonas Wahl, Andreas Gerhardus et al.2024 · 0 citationsarXiv
Ozone as an environmental driver of influenza.38704386 · Guo, Fang, Zhang, Pei, Do, Vivian et al.2024 · 21 citationsNature communications. 2024;15(1):3763
Separation-based distance measures for causal graphs2402.04952v4 · Jonas Wahl, Jakob Runge2024 · 0 citationsarXiv
Invariance & Causal Representation Learning: Prospects and Limitations2312.03580v1 · Simon Bing, Jonas Wahl, Urmi Ninad et al.2023 · 0 citationsarXiv
ClimateSet: A Large-Scale Climate Model Dataset for Machine Learning2311.03721v1 · Julia Kaltenborn, Charlotte E. E. Lange, Venkatesh Ramesh et al.2023 · 9 citationsarXiv
Non-parametric Conditional Independence Testing for Mixed Continuous-Categorical Variables: A Novel Method and Numerical Evaluation2310.11132v2 · Oana-Iuliana Popescu, Andreas Gerhardus, Jakob Runge2023 · 0 citationsarXiv
Projecting infinite time series graphs to finite marginal graphs using number theory2310.05526v1 · Andreas Gerhardus, Jonas Wahl, Sofia Faltenbacher et al.2023 · 1 citationarXiv
Using machine learning to understand causal relationships between urban form and travel CO2 emissions across continents2308.16599v2 · Felix Wagner, Florian Nachtigall, Lukas Franken et al.2023 · 1 citationarXiv
Causal discovery for time series from multiple datasets with latent contexts2306.12896v1 · Wiebke Gunther, Urmi Ninad, Jakob Runge2023 · 6 citationsarXiv
Conditional Independence Testing with Heteroskedastic Data and Applications to Causal Discovery2306.11498v1 · Wiebke Gunther, Urmi Ninad, jonas Wahl et al.2023 · 0 citationsAdvances in Neural Information Processing Systems 35 (2022) 16191-16202
Foundations of Causal Discovery on Groups of Variables2306.07047v3 · Jonas Wahl, Urmi Ninad, Jakob Runge2023 · 3 citationsarXiv
Discovering Causal Relations and Equations from Data2305.13341v1 · Gustau Camps-Valls, Andreas Gerhardus, Urmi Ninad et al.2023 · 134 citationsarXiv
Causal Inference on Process Graphs, Part I: The Structural Equation Process Representation2305.11561v3 · Nicolas-Domenic Reiter, Andreas Gerhardus, Jonas Wahl et al.2023 · 0 citationsarXiv
Causally-informed deep learning to improve climate models and projections2304.12952v4 · Fernando Iglesias-Suarez, Pierre Gentine, Breixo Solino-Fernandez et al.2023 · 43 citationsJournal of Geophysical Research: Atmospheres, 129, e2023JD039202
Selecting Robust Features for Machine Learning Applications using Multidata Causal Discovery2304.05294v5 · Saranya Ganesh S., Tom Beucler, Frederick Iat-Hin Tam et al.2023 · 11 citationsarXiv
Modern causal inference approaches to investigate biodiversity-ecosystem functioning relationships.37024476 · Runge, Jakob2023 · 27 citationsNature communications. 2023;14(1):1917
Vector causal inference between two groups of variables2209.14283v2 · Jonas Wahl, Urmi Ninad, Jakob Runge2022 · 5 citationsarXiv
Causal inference for temporal patterns2205.15149v1 · Nicolas-Domenic Reiter, Andreas Gerhardus, Jakob Runge2022 · 0 citationsarXiv
Network-based forecasting of climate phenomena.34782455 · Ludescher, Josef, Martin, Maria, Boers, Niklas et al.2021 · 84 citationsProceedings of the National Academy of Sciences of the United States of America. 2021;118(47)
Causal inference for process understanding in Earth sciences2105.00912v1 · Adam Massmann, Pierre Gentine, Jakob Runge2021 · 8 citationsarXiv
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task2104.10066v1 · Christian Requena-Mesa, Vitus Benson, Markus Reichstein et al.2021 · 62 citationsarXiv
Towards Learning an Unbiased Classifier from Biased Data via Conditional Adversarial Debiasing2103.06179v1 · Christian Reimers, Paul Bodesheim, Jakob Runge et al.2021 · 1 citationarXiv
Necessary and sufficient graphical conditions for optimal adjustment sets in causal graphical models with hidden variables2102.10324v4 · Jakob Runge2021 · 15 citationsIn Advances in Neural Information Processing Systems 34 (NeurIPS 2021, Curran Associates, 2021)
EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts2012.06246v1 · Christian Requena-Mesa, Vitus Benson, Joachim Denzler et al.2020 · 0 citationsarXiv
High-recall causal discovery for autocorrelated time series with latent confounders2007.01884v3 · Andreas Gerhardus, Jakob Runge2020 · 46 citationsarXiv
Causal networks for climate model evaluation and constrained projections.32179737 · Nowack, Peer, Runge, Jakob, Eyring, Veronika et al.2020 · 183 citationsNature communications. 2020;11(1):1415
Discovering contemporaneous and lagged causal relations in autocorrelated nonlinear time series datasets2003.03685v2 · Jakob Runge2020 · 104 citationsarXiv
Inferring causation from time series in Earth system sciences.31201306 · Runge, Jakob, Bathiany, Sebastian, Bollt, Erik et al.2023 · 992 citationsNature communications. 2019;10(1):2553
Common solar wind drivers behind magnetic storm-magnetospheric substorm dependency.30451956 · Runge, Jakob, Balasis, Georgios, Daglis, Ioannis A et al.2023 · 51 citationsScientific reports. 2018;8(1):16987
Causal network reconstruction from time series: From theoretical assumptions to practical estimation.30070533 · Runge, J2018 · 422 citationsChaos (Woodbury, N.Y.). 2018;28(7):075310
Introduction to Focus Issue: Causation inference and information flow in dynamical systems: Theory and applications.30070534 · Bollt, Erik M, Sun, Jie, Runge, Jakob2018 · 23 citationsChaos (Woodbury, N.Y.). 2018;28(7):075201
Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information1709.01447v1 · Jakob Runge2017 · 100 citationsarXiv
Quantifying information transfer and mediation along causal pathways in complex systems.26764766 · Runge, Jakob2016 · 66 citationsPhysical review. E, Statistical, nonlinear, and soft matter physics. 2015;92(6):062829
Career total: 189 works. 59 are in this corpus.Showing the 50 most recent.
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