Expectation Propagation as a Way of Life

By Aki Vehtari, Andrew Gelman, Tuomas Sivula, Pasi Jylänki, Dustin Tran, Swupnil Sahai, Paul Blomstedt, John P. Cunningham, David Schiminovich, Christian P. Robert. 2020

26 citations recorded by the source corpus.

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Siddharth Swaroop
2. Thang D. Bui
3. Cuong V Nguyen
4. Richard E. Turner
5. Yarin Gal
6. Fei Ye
7. Frederik Benzing
8. Sanyam Kapoor

Citations in the corpus

• Deep Bayesian Bandits Showdown: An Empirical Comparison of Bayesian Deep Networks for Thompson Sampling (2018, neutral): “See Gelman et al. (2014) for further details.”
• Partitioned Variational Inference: A unified framework encompassing federated and continual learning (2018, methodology): “We place a diagonal standard Normal prior over the parameters, p(θ) = N (θ; 0, I), and initialize the mean of the variational approximations as suggested by Glorot and Bengio [2010]. For distributed training methods, the data set is partitioned into 10 subsets or shards, and 10 compute nodes (worker”