Paper presents a new method for inference in deep networks, achieving precise performance guarantees in high dimensions.
problem Inference in deep networks with known parameters, especially in high dimensions.
method Multi-Layer Vector Approximate Message Passing (ML-VAMP) derived from expectation propagation.
result Exact prediction of mean-squared error (MSE) in a large system limit (LSL) for deep networks.