Deep Residual Learning for Image Recognition
He, Zhang, Ren, Sun
2015 CVPR 2016
TL;DR
Adds identity "skip connections" across layers so gradients flow through very deep networks. Made training 150+ layer CNNs practical and won ImageNet 2015.