用AI合成患者数据破解小样本难题，精准还原妊娠凝血动态变化，医学研究新利器。
arXiv:2604.07557v2 Announce Type: replace Abstract: Small longitudinal cohorts, common in maternal health, rare diseases, and early-phase trials, limi…
轻量级CNN+Mamba框架精准自动睡眠分期，专攻小样本EEG数据集，高效实用。
arXiv:2607.04934v1 Announce Type: new Abstract: Automatic sleep staging is a key technology for precise diagnosis and treatment of sleep disorders as …
利用系统的非线性特性，破解智能故障诊断中数据稀缺难题的创新方法。
arXiv:2606.20323v1 Announce Type: new Abstract: Deep Transfer Learning (DTL) allows for the efficient building of Intelligent Fault Diagnosis Systems …
TabPFN家族再添新成员：专为表格数据设计的文本编码器预训练方案，有望提升小样本表格预测性能。
arXiv:2606.04876v1 Announce Type: new Abstract: Tabular foundation models, such as TabPFN, achieve strong performance on tabular datasets with numeric…