Author

Michael E. Papka

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Preprint Aug 2026

MARS: A Monte Carlo Tree Search-based Adaptive and Responsive Scheduler

This work introduces MARS (Monte Carlo Tree Search-based Adaptive and Responsive Scheduler), a training-free HPC scheduler whose optimization goal is configurable through a reward function rather than baked into a learned model.

Yash Kurkure, Yihe Zhang, Zhiling Lan et al. · 0 citations

O P S ERVE : Opportunistic LLM Inference over Fragmented GPU Capacity in HPC Systems

Patrick Watters, Xiao-Long Ma, Harry Yu et al. · 1 citation