OTHER
Clin-JEPA：一种用于电子健康记录患者轨迹联合嵌入预测预训练的多阶段协同训练框架
Yixuan Yang, Mehak Arora, Ryan Zhang, Baraa Abed, Junseob Kim, Tilendra Choudhary, Md Hassanuzzaman, Kevin Zhu, Ayman Ali, Chengkun Yang, Alasdair Edward Gent, Victor Moas, Rishikesan Kamaleswaran
- 发表年份
- 2026
- 引用次数
- 0
- 访问权限
- 开放获取
摘要
该论文提出Clin-JEPA框架，通过五阶段协同训练策略稳定地预训练编码器和预测器，以同时支持患者轨迹预测和多种下游风险预测任务。实验表明该方法有效解决了联合嵌入预测范式在医疗数据上的训练不稳定问题。
关键词
JEPAEHRpretrainingco-traininghealthcare
相关论文
OTHER
📊 26,957 引用
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
OTHER
开放获取📊 20,501 引用
Fractional Differential Equations
Igor Podlubný
2025
OTHER
📊 18,993 引用
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991
OTHER
📊 13,277 引用
Genetic Programming: On the Programming of Computers by Means of Natural Selection
John R. Koza
1992