2 papers
math.ST2026
Symmetries and Causality: Causal Effect Identification Beyond IID Data
Martin Rabel, Jakob Runge
We develop theory for the identification of complex causal queries from non-IID data. We propose a formal description of stochastic systems based on symmetries in data leaving caus…
cs.LG2025
Context-Specific Causal Graph Discovery with Unobserved Contexts: Non-Stationarity, Regimes and Spatio-Temporal Patterns
Martin Rabel, Jakob Runge
Real-world problems, for example in climate applications, often require causal reasoning on spatially gridded time series data or data with comparable structure. While the underlyi…