Foundations and Trends® in Machine Learning

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · 2011 · 16K citations

Computing, Computer Science, Machine Learning +13

Learning Deep Architectures for AI

Yoshua Bengio · 2009 · 6.9K citations

Computing, Computer Science, Artificial Intelligence +7

Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent et al. · 2020 · 4.7K citations · Full text

Computing, Computer Science, Data Science +14

An Introduction to Variational Autoencoders

Diederik P. Kingma, Max Welling · 2019 · 2.5K citations · Full text

Computing, Computer Science, Machine Learning +7

Graphical Models, Exponential Families, and Variational Inference

Martin J. Wainwright, Michael I. Jordan · 2008 · 1.8K citations

Natural Sciences, Mathematics, Probability Theory +15