arXivDaily arXiv每日学术速递 周一至周五更新

高校专区

University of Washington(华盛顿大学)

2026-07-20 至 2026-07-20 共收录 1
2605.22759 2026-07-20 cs.AI 版本更新

Towards a General Intelligence and Interface for Wearable Health Data

迈向可穿戴健康数据的通用智能与接口

Girish Narayanswamy, Maxwell A. Xu, A. Ali Heydari, Samy Abdel-Ghaffar, Marius Guerard, Kara Vaillancourt, Zhihan Zhang, Jake Garrison, Levi Albuquerque, Dimitris Spathis, Hong Yu, Hamid Palangi, Xuhai "Orson" Xu, David G. T. Barrett, Joseph Breda, Jed McGiffin, Yubin Kim, Yuwei Zhang, Naghmeh Rezaei, Samuel Solomon, Karan Ahuja, Tim Althoff, Jake Sunshine, Ming-Zher Poh, Benjamin Yetton, Ari Winbush, Nicholas B. Allen, James M. Rehg, Isaac Galatzer-Levy, Yun Liu, John Hernandez, Anupam Pathak, Conor Heneghan, Yuzhe Yang, Ahmed A. Metwally, Pushmeet Kohli, Mark Malhotra, Shwetak Patel, Xin Liu, Daniel McDuff

机构 * Google Research(谷歌研究) Google DeepMind(谷歌DeepMind) University of Washington(华盛顿大学) University of Oregon(俄勒冈大学) University of Illinois Urbana-Champaign(伊利诺伊大学厄巴纳-香槟分校)

AI总结 提出一个基于超过一万亿分钟无标签传感器数据预训练的可穿戴健康基础模型,通过联合扩展模型容量和预训练数据量,在35项健康预测任务上实现系统性性能提升,并利用LLM代理自动搜索下游预测头,集成到个人健康代理中以提高相关性和安全性。

Comments Narayanswamy and Xu are co-first authors. McDuff and Liu are co-last authors

详情

展开后加载摘要…

URL PDF HTML 收藏