arxivcs.DCcs.LG2026-06-28
MLSYSIM: First-Principles Infrastructure Modeling for Machine Learning Systems
As machine learning shifts from laboratory curiosity to critical infrastructure, the systems that sustain it span an extraordinary range, from sub-milliwatt microcontrollers to multi-gigawatt datacenter fleets. Reasoning across this range is hard: empirical profiling requires the…