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cs.LG2026
Limits of Learning Linear Dynamics from Experiments
Aybüke Ulusarslan, Niki Kilbertus, Nora Schneider
Learning governing dynamics from data is a common goal across the sciences, yet it is only well-posed when the underlying mechanisms are identifiable. In practice, many data-driven…
cs.LG2026
Conservative Continuous-Time Treatment Optimization
Nora Schneider, Georg Manten, Niki Kilbertus
We develop a conservative continuous-time stochastic control framework for treatment optimization from irregularly sampled patient trajectories. The unknown patient dynamics are mo…