From c47097c9b777cc18039d8798c44301c1e1568789 Mon Sep 17 00:00:00 2001 From: Adam Paszke Date: Tue, 2 Nov 2021 11:40:35 +0000 Subject: [PATCH] Add a citation file --- CITATION.cff | 62 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 CITATION.cff diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 000000000..c5404882e --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,62 @@ +cff-version: 1.2.0 +message: "If you use this software, please cite it as below." +authors: +- given-names: "Dougal" + family-names: "Maclaurin" +- given-names: "Adam" + family-names: "Paszke" +title: "Dex: typed and functional array processing" +version: 0.0.0 +date-released: 2018-09-29 +url: "https://github.com/google-research/dex-lang" +preferred-citation: + type: article + authors: + - given-names: "Adam" + family-names: "Paszke" + - given-names: "Daniel D." + family-names: "Johnson" + - given-names: "David" + family-names: "Duvenaud" + - given-names: "Dimitrios" + family-names: "Vytiniotis" + - given-names: "Alexey" + family-names: "Radul" + - given-names: "Matthew J." + family-names: "Johnson" + - given-names: "Jonathan" + family-names: "Ragan-Kelley" + - given-names: "Dougal" + family-names: "Maclaurin" + doi: "10.1145/3473593" + title: "Getting to the Point: Index Sets and Parallelism-Preserving Autodiff for Pointful Array Programming" + volume: 5 + number: "ICFP" + year: 2021 + month: 8 + issue-date: "August 2021" + journal: "Proceedings of the ACM on Programming Languages" + pages: 29 + abstract: > + We present a novel programming language design that attempts to combine the clarity + and safety of high-level functional languages with the efficiency and parallelism + of low-level numerical languages. We treat arrays as eagerly-memoized functions on + typed index sets, allowing abstract function manipulations, such as currying, to work + on arrays. In contrast to composing primitive bulk-array operations, we argue for + an explicit nested indexing style that mirrors application of functions to arguments. + We also introduce a fine-grained typed effects system which affords concise and automatically-parallelized + in-place updates. Specifically, an associative accumulation effect allows reverse-mode + automatic differentiation of in-place updates in a way that preserves parallelism. + Empirically, we benchmark against the Futhark array programming language, and demonstrate + that aggressive inlining and type-driven compilation allows array programs to be written + in an expressive, "pointful" style with little performance penalty. + keywords: + - "array programming" + - "automatic differentiation" + - "parallel computing" + url: "https://doi.org/10.1145/3473593" + publisher: + name: "Association for Computing Machinery" + city: "New York" + region: "NY" + country: "USA"