1.6k citations · 9.7k across the 222 of their papers we have counts for
Showing 2013Show all
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cs.AI2013★ 53 cited
Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs
Vikash K. Mansinghka, Tejas D. Kulkarni, Yura N. Perov +1
The idea of computer vision as the Bayesian inverse problem to computer graphics has a long history and an appealing elegance, but it has proved difficult to directly implement. In…
stat.ML2013★ 363 cited
Structure Discovery in Nonparametric Regression through Compositional Kernel Search
David Duvenaud, James Robert Lloyd, Roger Grosse +2
Despite its importance, choosing the structural form of the kernel in nonparametric regression remains a black art. We define a space of kernel structures which are built compositi…