Supervised convnets worked just fine with disbelief (in fact they scale better because of the smaller parameter count). For example: https://
papers.nips.cc/paper_files/pa
per/2013/hash/7cce53cf90577442771720a370c3c723-Abstract.html
…
Supervised ConvNets Scale Better With Smaller Parameter Count
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