MCPP uses Monte Carlo simulations of workflow executions to dynamically allocate resources and replan, raising constrained completion probability over baselines on CodeFlow and ProofFlow.
Zhihong Pan, Kai Zhang, Yuze Zhao, and Yupeng Han
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On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows
MCPP uses Monte Carlo simulations of workflow executions to dynamically allocate resources and replan, raising constrained completion probability over baselines on CodeFlow and ProofFlow.