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Towards A Neural Statistician
https://www.mlmi.eng.cam.ac.uk/files/towards_a_neural_statistician.pdf26 Jun 2020: We also test k-shot classification of unseen examples x by minimisingKL(q(c|Di; φ)||q(c|x; φ)), with k labelled examples of each class Di. -
Doubly Stochastic Variational Inference for Deep Gaussian Processes
https://www.mlmi.eng.cam.ac.uk/files/doubly_stochastic_variational_inference_for_deep_gaussian_process.pdf7 Jul 2020: Nn=1 p(yn|fn) where inference over. test locations x is. f(x)|y GP (kff (Kff σ2yI)1y,Kff kff (Kff σ2yI)1kff. ... Regression. Figure: Regression test log-likelihood results on benchmark UCI datasets. The plots show the mean standarddeviation over 20
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