2 papers
stat.CO2025
Amortising over hyperparameters in Generalised Bayesian Inference
Laura Battaglia, Chris U. Carmona, Ross A. Haines +3
In Bayesian inference prior hyperparameters are chosen subjectively or estimated using empirical Bayes methods. Generalised Bayesian Inference (GBI) also has a learning rate hyperp…
cs.LG2024
Marginal Causal Flows for Validation and Inference
Daniel de Vassimon Manela, Laura Battaglia, Robin J. Evans
Investigating the marginal causal effect of an intervention on an outcome from complex data remains challenging due to the inflexibility of employed models and the lack of complexi…