2 papers
cs.LG2026
Decision-Aware Proximal Bridge Learning for Optimal Treatment Selection
Tomàs Garriga, Alejandro Almodóvar, Axel Brando +3
Individualized treatment selection with continuous actions requires accurate causal response estimation in decision-relevant regions, rather than uniformly over the entire action s…
cs.LG2026
CEPAE: Conditional Entropy-Penalized Autoencoders for Time Series Counterfactuals
Tomàs Garriga, Gerard Sanz, Eduard Serrahima de Cambra +1
The ability to accurately perform counterfactual inference on time series is crucial for decision-making in fields like finance, healthcare, and marketing, as it allows us to under…