Something more from that team came in 2016 that is relevant: https://arxiv.org/abs/1603.01250 I ve definitely seen other relevants recently, but cant recall. I ll try to find time and update later.
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Yes, just this week: Deep Regression Forests for Age Estimation http://arxiv.org/abs/1712.07195 with respect to Deep Neural Decision Forests, these come with a guarantee on the convergence of the leaf nodes update rule
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"lots of work after that paper. In fact, in our work the distinction between forests and CNNs is becoming blurrier and blurrier." -Antonio Criminisi (from my FB conversation with him)
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I thought our mistakes were our system patches. At least, that's how I try to treat mine...
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