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arXiv — cs.AI preprintsInternational9 October 2026

PulseBound: Future-Beat State Forecasting Under an Explicit Information Boundary

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arXiv:2610.12010v1 Announce Type: new Abstract: 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-beat prediction with an explicit stored-window information boundary. A content-independent cutoff separates the visible prefix from the prediction target. Prefix-only normalization, suffix replacement before derived-view constructi
— arXiv — cs.AI preprints

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