The Nebula Benchmark Suite: Implications of Lightweight Neural Networks

This article presents a benchmark suite named Nebula that implements lightweight neural network benchmarks. Recent neural networks tend to form deeper and sizable networks to enhance accuracy and applicability. However, the massive volume of heavy networks makes them highly challenging to use in conventional research environments such as microarchitecture simulators. We notice tha...