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06/21/2021
GRAND: Graph Neural Diffusion
We present Graph Neural Diffusion (GRAND) that approaches deep learning ...
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12/10/2019
Statistically Robust Neural Network Classification
Recently there has been much interest in quantifying the robustness of n...
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11/17/2018
Statistical Verification of Neural Networks
We present a new approach to neural network verification based on estima...
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12/01/2017
Faithful Model Inversion Substantially Improves Auto-encoding Variational Inference
In learning deep generative models, the encoder for variational inferenc...
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12/31/2015
