Estimating Interventional Distributions with Uncertain Causal Graphs through Meta-Learning

Anish Dhir (Imperial College London) · Cristiana Diaconu (University of Cambridge) · Valentinian Lungu (University of Cambridge) · James Requeima (University of Toronto) · Richard Turner (University of Cambridge) · Mark van der Wilk (University of Oxford)

bayesian baselinesbayesian inference causal graph causal inference causal structures computational intractability empirical evaluationintervention distributionsinterventional posterior distributionmeta-learningmodel-averaged causal estimationposterior distributionscalable paradigmstructural uncertaintytransformer neural process

In scientific domains