2 papers
cs.AI2023
Designing Long-term Group Fair Policies in Dynamical Systems
Miriam Rateike, Isabel Valera, Patrick Forré
Neglecting the effect that decisions have on individuals (and thus, on the underlying data distribution) when designing algorithmic decision-making policies may increase inequaliti…
stat.ML2021
VACA: Design of Variational Graph Autoencoders for Interventional and Counterfactual Queries
Pablo Sanchez-Martin, Miriam Rateike, Isabel Valera
In this paper, we introduce VACA, a novel class of variational graph autoencoders for causal inference in the absence of hidden confounders, when only observational data and the ca…