HGV4Risk: Hierarchical Global View‑guided Sequence Representation Learning for Risk Prediction

"Despite that some attention or self‑attention based models with time‑aware or feature‑aware enhanced strategies have achieved better performance compared with other temporal modeling methods, such improvement is limited due to a lack of guidance from global view. To address this issue, we propose a novel end‑to‑end Hierarchical Global View‑guided (HGV) sequence representation learning framework. "