Toward Causal Inference for Spatio-Temporal Data: Conflict and Forest Loss in Colombia
Rune Christiansen, Matthias Baumann, Tobias Kuemmerle, Miguel D. Mahecha, Jonas Peters
Identifiability of Sparse Causal Effects using Instrumental Variables
Niklas Pfister, Jonas Peters
A causal framework for distribution generalization
Rune Christiansen, Niklas Pfister, Martin E. Jakobsen, Nicola Gnecco, Jonas Peters
Distributional robustness of K-class estimators and the PULSE
Martin E. Jakobsen, Jonas Peters
Exploiting Independent Instruments: Identification and Distribution Generalization
Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
Invariant Ancestry Search
Phillip B. Mogensen, Nikolaj Thams, Jonas Peters
Structure Learning for Directed Trees
Martin E. Jakobsen, Rajen D. Shah, Peter Bühlmann, Jonas Peters