Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Repeated-Measure Leakage, Distribution Shift, and Reliability under Partial Observation in Patient World Models
Arjun Subramanian
Patient world models are increasingly proposed for longitudinal prediction, intervention-aware reasoning, and clinical-trial simulation. Causal or clinical intervention validity is…
cs.LG2026
Counterfactual Action Evaluation, Observation Bottlenecks, and Representation Geometry in Joint-Embedding Predictive World Models
Arjun Subramanian
Low latent prediction error does not establish that a world model distinguishes the consequences of its actions. We introduce an evaluation protocol that traces the same interventi…