LongAgent: History-Guided Agentic Search for Longitudinal Outcome Prediction
A novel agent-based approach that can autonomously search over combinations of variable sets, temporal windows and longitudinal aggregation functions, and identify candidates with promising predictive performance, and utilises a history memory of previous searches and numerical evidence to guide subsequent exploration...