Toward World Modeling of Physiological Signals with Chaos-Theoretic Balancing and Latent Dynamics

Yunfei Luo, Xi Chen, Yuliang Chen, Lanshuang Zhang, Md Mofijul Islam, Siwei Zhao, Peter Kotanko, Subhasis Dasgupta, Andrew Campbell, Rakesh Malhotra, Tauhidur Rahman

Summary

Extends NormWear into a latent world model: chaos-balanced MAE pretraining plus inference-time latent state transitions for multi-horizon physio forecasting and intervention-conditioned simulation across ms→hour scales (OR waveforms, wristband, CGM, dialysis).