no code implementations • 28 Feb 2024 • Georg Manten, Cecilia Casolo, Emilio Ferrucci, Søren Wengel Mogensen, Cristopher Salvi, Niki Kilbertus
Inferring the causal structure underlying stochastic dynamical systems from observational data holds great promise in domains ranging from science and health to finance.
1 code implementation • 20 Jul 2022 • Francesco Quinzan, Cecilia Casolo, Krikamol Muandet, Yucen Luo, Niki Kilbertus
Notions of counterfactual invariance (CI) have proven essential for predictors that are fair, robust, and generalizable in the real world.