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Showing 2015 · stat.MLShow all
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stat.ML2015★ 59 cited
Natural Neural Networks
Guillaume Desjardins, Karen Simonyan, Razvan Pascanu +1
We introduce Natural Neural Networks, a novel family of algorithms that speed up convergence by adapting their internal representation during training to improve conditioning of th…
stat.ML2015★ 11 cited
Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages
Wittawat Jitkrittum, Arthur Gretton, Nicolas Heess +4
We propose an efficient nonparametric strategy for learning a message operator in expectation propagation (EP), which takes as input the set of incoming messages to a factor node,…