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English(EN) Next-Token Prediction Learns Generalisable Representations of Sleep Physiology

Hypnos模型使用下一词元预测进行睡眠生理学研究

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员开发了Hypnos，一种用于睡眠生理学的新基础模型，它利用下一词元预测进行表征学习。Hypnos在来自超过20,000份多导睡眠图记录的八种不同传感模态上进行训练，将生理信号进行词元化，并使用自回归RQ-Transformer来预测未来的数据点。这种方法在包括睡眠分期分类和房颤检测在内的各种基准测试中显著优于现有模型，同时需要显著更少的标记数据。 AI

影响 展示了一种新颖的用于多模态生理数据的自监督学习方法，有可能用更少的标记数据改善医疗诊断。

排序理由 该集群包含一篇详细介绍新模型和方法的学术论文。

在 arXiv cs.AI 阅读 →

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Hypnos模型使用下一词元预测进行睡眠生理学研究

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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Jonathan F. Carter, Lionel Tarassenko ·

    Next-Token Prediction 学习睡眠生理的可泛化表征

    arXiv:2606.09605v1 Announce Type: new Abstract: Foundation models offer a promising route to compress multi-modal physiological signals into compact representations of human health, with broad applications across sleep medicine, cardiology, neurology and other healthcare domains.…

  2. arXiv cs.AI TIER_1 English(EN) · Lionel Tarassenko ·

    Next-Token Prediction 学习睡眠生理的可泛化表征

    Foundation models offer a promising route to compress multi-modal physiological signals into compact representations of human health, with broad applications across sleep medicine, cardiology, neurology and other healthcare domains. Existing models have typically been trained wit…

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