Search Results for author: Cecilia Casolo

Found 2 papers, 1 papers with code

Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes

no code implementations28 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.

Causal Discovery

Learning Counterfactually Invariant Predictors

1 code implementation20 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.

counterfactual Object Recognition

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