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About this paper

Chenyang Xu, Donglin Xie, Xi Xiang, Xiaoyu Li, Yufan Lu, Jiqiun Gao, Yi Zhao, Xin-Yi Li and 7 more

PulseBound forecasts future PPG-derived beat descriptors from a visible prefix while preventing the stored suffix from influencing normalization or derived input views. It masks hidden tokens and predicts descriptors for up to four valid future beats. On MIMIC, its transformed-space MAE is 0.104015, 28.06% below persistence; tests use held-out patient groups, not unseen sources.

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