A GNN-PPO scheduler matches MILP makespans on small workflow benchmarks but is slower than MILP on the largest test, and the evaluation has serious methodological gaps.
Container oriented job scheduling using linear programming model,
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GrapheonRL: A Graph Neural Network and Reinforcement Learning Framework for Constraint and Data-Aware Workflow Mapping and Scheduling in Heterogeneous HPC Systems
A GNN-PPO scheduler matches MILP makespans on small workflow benchmarks but is slower than MILP on the largest test, and the evaluation has serious methodological gaps.