Michael E. Papka

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.

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