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.
Hpc forecast: Cloudy and uncertain,
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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.