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Justin M. Cheney

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#artificial intelligence Preprint Oct 2026

Deep Reinforcement Learning for HPC Job Scheduling: A Statistical Evaluation

Deep Reinforcement Learning (DRL) offers learned job selection for High-Performance Computing (HPC), but performance against heuristics alone does not establish value beyond action masking. Six DRL treatments are compared: Proximal Policy Optimization (PPO), Advantage Actor-Critic (A2C), and Deep Q-Network (DQN), each...

Justin M. Cheney, C. Nyirenda · 0 citations