Adaptive multi-modal temporal fusion network with dynamic synergistic integration for breast cancer survival prediction

Open Webpage

Haoyu Xue, Hongzhen Xu, Kafeng Wang

Published: 2026, Last Modified: 07 Nov 2025Biomed. Signal Process. Control. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A dynamic class-balanced GAN with adaptive weighting is proposed for data imbalance.•A hierarchical fusion with Transformer encoders is designed for feature integration.•A dynamic synergistic integration with hybrid tuning enhances ensemble prediction.•Effectiveness is validated on two public cancer datasets with superior performance.