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cs.LG2026
X-VORTEX: Spatio-Temporal Contrastive Learning for Wake Vortex Trajectory Forecasting
Zhan Qu, Michael Färber
Wake vortices are strong, coherent air turbulences created by aircraft, and they pose a major safety and capacity challenge for air traffic management. Tracking how vortices move,…
cs.LG2026
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories
Zhan Qu, Michael Färber
Longitudinal clinical reasoning over electronic health records requires tracking evolving physiological measurements, laboratory results, and interventions across extended patient…
cs.LG2026
Risk Horizons: Structured Hypothesis Spaces for Longitudinal Clinical Prediction
Zhan Qu, Michael Färber
Predicting future clinical events from longitudinal electronic health records (EHRs) requires selecting plausible outcomes from a large and structured event space under sparse obse…