244 citations · 546 across the 15 of their papers we have counts for
4 papers · 1 filter
VIB is Half Bayes
Alexander A Alemi, Warren R Morningstar, Ben Poole +2
In discriminative settings such as regression and classification there are two random variables at play, the inputs X and the targets Y. Here, we demonstrate that the Variational I…
Neural Tangents: Fast and Easy Infinite Neural Networks in Python
Roman Novak, Lechao Xiao, Jiri Hron +4
Neural Tangents is a library designed to enable research into infinite-width neural networks. It provides a high-level API for specifying complex and hierarchical neural network ar…
GILBO: One Metric to Measure Them All
Alexander A. Alemi, Ian Fischer
We propose a simple, tractable lower bound on the mutual information contained in the joint generative density of any latent variable generative model: the GILBO (Generative Inform…
Clustering via Content-Augmented Stochastic Blockmodels
J. Massey Cashore, Xiaoting Zhao, Alexander A. Alemi +2
Much of the data being created on the web contains interactions between users and items. Stochastic blockmodels, and other methods for community detection and clustering of biparti…