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cs.LG2026
OrthoGen: A Generative Orthogonal Learner for Time-Varying Treatments
Tomàs Garriga, Valentyn Melnychuk, Konstantin Hess +4
Estimating conditional distributional potential outcomes (CDPOs) over time is important in medicine (e.g., to estimate patient-specific risks under different treatment sequences).…
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…