Inferring deterministic causal relations. - Povilas Daniusis; Dominik Janzing; Joris M. Mooij; Jakob Zscheischler; Bastian Steudel; Kun Zhang 001; Bernhard Schölkopf (UAI, 2010)

Testing whether linear equations are causal: A free probability theory approach. - Jakob Zscheischler; Dominik Janzing; Kun Zhang 001 (UAI, 2011)

Information-geometric approach to inferring causal directions. - Dominik Janzing; Joris M. Mooij; Kun Zhang 001; Jan Lemeire; Jakob Zscheischler; Povilas Daniusis; Bastian Steudel; Bernhard Schölkopf (Artif. Intell., 2012)

Climate Classifications: the Value of Unsupervised Clustering. - Jakob Zscheischler; Miguel D. Mahecha; Stefan Harmeling (ICCS, 2012)

A Guided Hybrid Genetic Algorithm for Feature Selection with Expensive Cost Functions. - Martin Jung 002; Jakob Zscheischler (ICCS, 2013)

Detection and attribution of large spatiotemporal extreme events in Earth observation data. - Jakob Zscheischler; Miguel D. Mahecha; Stefan Harmeling; Markus Reichstein (Ecol. Informatics, 2013)

Ranking drivers of global carbon and energy fluxes over land. - Gustau Camps-Valls; Martin Jung 002; Kazuhito Ichii; Dario Papale; Gianluca Tramontana; Paul Bodesheim; Christopher R. Schwalm; Jakob Zscheischler; Miguel D. Mahecha; Markus Reichstein (IGARSS, 2015)

Distinguishing Cause from Effect Using Observational Data: Methods and Benchmarks. - Joris M. Mooij; Jonas Peters; Dominik Janzing; Jakob Zscheischler; Bernhard Schölkopf (J. Mach. Learn. Res., 2016)

Validating Deep-Learning Weather Forecast Models on Recent High-Impact Extreme Events. - Olivier C. Pasche; Jonathan Wider; Zhongwei Zhang; Jakob Zscheischler; Sebastian Engelke (CoRR, 2024)

Causal machine learning for sustainable agroecosystems. - Vasileios Sitokonstantinou; Emiliano Díaz Salas Porras; Jordi Cerdà-Bautista; Maria Piles; Ioannis Athanasiadis; Hannah Kerner; Giulia Martini; Lily-belle Sweet; Ilias Tsoumas; Jakob Zscheischler; Gustau Camps-Valls (CoRR, 2024)

Regularization of ML models for Earth systems by using longer model timesteps. - Raghul Parthipan; Mohit Anand; Hannah M. Christensen; Frederic Vitart; Damon J. Wischik; Jakob Zscheischler (CoRR, 2025)