Xiaotong Wang

Conformal Risk-Calibrated Latent World Models with Runtime Assurance Under Distribution Shift

Learning-enabled autonomous controllers may fail when a compact world model remains confident outside its training distribution. We present the conformal disagreement-regulated latent world model (CDR-LWM). The method converts ensemble disagreement into a risk-calibrated, state-d...