Jesse Michel

Learning to Compile Programs to Neural Networks

A *neural surrogate* is a neural network that mimics the behavior of a program. Neural surrogates of programs have been used to automatically tune program inputs, adapt programs to new settings, and accelerate computations. Neural surrogates have traditionally been developed by training on input-out…