AlphaEarth embeddings improve out-of-region EMS point-process forecasts 2-6x at 1-2 week histories and 10-20% at longer histories compared to event-only baselines.
Twenty ways to estimate the log gaussian cox process model with point and aggregated case data: the rts2 package for r
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When Context Compensates for Sparse Event History: AlphaEarth for Spatio-Temporal Point-Process Forecasting
AlphaEarth embeddings improve out-of-region EMS point-process forecasts 2-6x at 1-2 week histories and 10-20% at longer histories compared to event-only baselines.