Preprint Open access
PulseBound: Future-Beat State Forecasting Under an Explicit Information Boundary
Predictive representation learning from photoplethysmography (PPG) can violate causal information access even with causal attention, as normalization, nonlocal transforms, or companion views may depend on withheld samples. We introduce PulseBound, a PPG representation learner combining physiologically structured future …