Deep Learning as a Mixed Convex-Combinatorial Optimization Problem

Abram L. Friesen, Pedro Domingos

As neural networks grow deeper and wider, learning networks with hard-threshold activations is becoming increasingly important, both for network quantization, which can drastically…