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2,199 papers · page 47 of 110

POPL 2013★ Most Influential POPL Paper (awarded 2023)

Views: compositional reasoning for concurrent programs

Thomas Dinsdale-Young, Lars Birkedal, Philippa Gardner, Matthew J. Parkinson, Hongseok Yang

Compositional abstractions underly many reasoning principles for concurrent programs: the concurrent environment is abstracted in order to reason about a thread in isolation; and these abstractions are composed to reason about a program consisting of many threads. For instance, s…

A model-learner pattern for bayesian reasoning

Andrew D. Gordon, Mihhail Aizatulin, Johannes Borgström, Guillaume Claret, Thore Graepel, Aditya V. Nori, Sriram K. Rajamani, Claudio V. Russo

A Bayesian model is based on a pair of probability distributions, known as the prior and sampling distributions. A wide range of fundamental machine learning tasks, including regression, classification, clustering, and many others, can all be seen as Bayesian models. We propose a…