Are pre-trained models vor CIFAR-10 / CIFAR-100 / SVHN available? I know that there are various pre-trained models available for ImageNet (e.g. VGG 16, Inception v3, Resnet 50, Xception). Is there something similar for the tiny datasets (CIFAR-10, CIFAR-100, SVHN)?
Yes, google the various "Model Zoo" (e.g. one for caffe here: https://github.com/BVLC/caffe/wiki/Model-Zoo), they host a bunch of models including  "tiny" ones.