The 96% Speedup That Stops at the Optimizer
TL;DR for operators MOSHO reports a 96.4% reduction in median optimizer runtime against NSGA-II when searching for neural architectures that balance predictive accuracy and device-specific inference latency. Across 18 benchmark contexts at 15,000 architecture evaluations, MOSHO takes 0.64 seconds versus 17.72 seconds for NSGA-II. Its normalized hypervolume is 0.9987, slightly below NSGA-II’s 0.9993. ...