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This is an expository article on the Poisson binomial distribution. We reviewlesser known results and recent progress on this topic, including geometry ofpolynomials and distribution learning. We also provide examples to illustratethe use of the Poisson binomial machinery. Some open questions of approximatingrational fractions of the Poisson binomial are presented.

The Poisson binomial distribution -- Old & New