← Search

Ruiyuan Kang

2 accepted papers

2025

DAAC: Discrepancy-Aware Adaptive Contrastive Learning for Medical Time series

NeurIPS 2025poster

Medical time-series data play a vital role in disease diagnosis but suffer from limited labeled samples and single-center bias, which hinder model generalization and lead to overfitting. To address these challenges, we propose DAAC (Discrepancy-Aware Adaptive Contrastive learning), a learnable multi…

Cited by 0SourcecodeScholar
2023

Physics-Driven ML-Based Modelling for Correcting Inverse Estimation

NeurIPS 2023spotlight

When deploying machine learning estimators in science and engineering (SAE) domains, it is critical to avoid failed estimations that can have disastrous consequences, e.g., in aero engine design. This work focuses on detecting and correcting failed state estimations before adopting them in SAE i…

Cited by 3SourcePDFScholar