ASTER couples a resource-aware spatio-temporal encoder with a multi-objective reinforcement learning agent to jointly predict incidents and dispatch emergency resources, claiming better outcomes than decoupled predict-then-optimize pipelines.
Stemo: Early spatio-temporal forecasting with multi-objective reinforcement learning
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ASTER: Adaptive Spatio-Temporal Early Decision Model for Dynamic Resource Allocation
ASTER couples a resource-aware spatio-temporal encoder with a multi-objective reinforcement learning agent to jointly predict incidents and dispatch emergency resources, claiming better outcomes than decoupled predict-then-optimize pipelines.