3 papers
cs.AI2026
Position: Medical AI Neglects Real Treatment Outcomes
Shiva Kaul, Anjum Khurshid
Medical AI has rapidly improved its ability to perform diagnostic and prognostic tasks that lead to treatment decisions. But understanding of treatment itself is still inadequately…
cs.CL2026
The Verbose Context Problem in Medical Records
Shiva Kaul, Min-Gyu Kim, Anjum Khurshid +1
The verbose context problem occurs when structured concepts have token-inefficient textual representations. This bottleneck is acute in population health: cohort-level analysis of…
stat.ME2025
How Balanced Should Causal Covariates Be?
Shiva Kaul, Min-Gyu Kim
Covariate balancing is a popular technique for controlling confounding in observational studies. It finds weights for the treatment group which are close to uniform, but make the g…