Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series. - Thomas Schwarz; Cecilia Casolo; Niki Kilbertus (CoRR, 2024)

Learning Counterfactually Invariant Predictors. - Francesco Quinzan; Cecilia Casolo; Krikamol Muandet; Yucen Luo; Niki Kilbertus (Trans. Mach. Learn. Res., 2024)

An Asymmetric Independence Model for Causal Discovery on Path Spaces. - Georg Manten; Cecilia Casolo; Søren Wengel Mogensen; Niki Kilbertus (CLeaR, 2025)

Your Assumed DAG is Wrong And Here's How To Deal With It. - Kirtan Padh; Zhufeng Li; Cecilia Casolo; Niki Kilbertus (CLeaR, 2025)

Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes. - Georg Manten; Cecilia Casolo; Emilio Ferrucci; Søren Wengel Mogensen; Cristopher Salvi; Niki Kilbertus (ICLR, 2025)

Identifiability Challenges in Sparse Linear Ordinary Differential Equations. - Cecilia Casolo; Sören Becker; Niki Kilbertus (CoRR, 2025)