Zobrazeno 1 - 10
of 10
pro vyhledávání: '"Alexey Radul"'
Automatic differentiation (AD) is conventionally understood as a family of distinct algorithms, rooted in two “modes”—forward and reverse—which are typically presented (and implemented) separately. Can there be only one? Following up on the A
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8fceeb2e4c314085b015317112a3d83a
http://arxiv.org/abs/2204.10923
http://arxiv.org/abs/2204.10923
Autor:
Alexey Radul, Daniel D. Johnson, Dimitrios Vytiniotis, Adam Paszke, Matthew J. Johnson, Jonathan Ragan-Kelley, Dougal Maclaurin, David Duvenaud
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 t
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::bee088062310adb84ba166d2b5685746
Autor:
Yutian Chen, Alexey Radul, Martin Rinard, Shivam Handa, Ulrich Schaechtle, Vikash K. Mansinghka
Publikováno v:
PLDI
Other repository
Other repository
© 2018 Copyright held by the owner/author(s). We introduce inference metaprogramming for probabilistic programming languages, including new language constructs, a formalism, and the first demonstration of effectiveness in practice. Instead of relyin
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::543325eaa98538a3ae75297456c4330b
https://doi.org/10.1145/3296979.3192409
https://doi.org/10.1145/3296979.3192409
Publikováno v:
Journal of Functional Programming. 29
Automatic differentiation (AD) is a technique for augmenting computer programs to compute derivatives. The essence of AD in its forward accumulation mode is to attach perturbations to each number, and propagate these through the computation by overlo
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::96a5b2585351e9e345b4c0702b0004df
https://doi.org/10.1017/s095679681900008x
https://doi.org/10.1017/s095679681900008x
Autor:
Edward W. Doddridge, Alexey Radul
Publikováno v:
Journal of Open Source Software. 3:592
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::eb11ee459adcfb088c06931424966739
https://doi.org/10.21105/joss.00592
https://doi.org/10.21105/joss.00592
Publikováno v:
Lecture Notes in Computational Science and Engineering ISBN: 9783642300226
We describe an implementation of the Farfel Fortran77 AD extensions (Radul et al. AD in Fortran, Part 1: Design (2012), http://arxiv.org/abs/1203.1448). These extensions integrate forward and reverse AD directly into the programming model, with atten
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::4c7d26ba2cb8a716dece650b9deb0e9f
https://doi.org/10.1007/978-3-642-30023-3_25
https://doi.org/10.1007/978-3-642-30023-3_25
Autor:
Alexey Radul, Ian Jacobi
Publikováno v:
WS-REST
Traditionally, distributed computing problems have been solved by partitioning data into chunks small enough to be handled by commodity hardware. However, such partitioning is not possible in cases where there are a high number of dependencies or hig
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::c6e49091b15ea692526a87decd85f0d9
https://doi.org/10.1145/1798354.1798385
https://doi.org/10.1145/1798354.1798385
Autor:
Alexey Radul
Publikováno v:
DLS
Reasoning with probabilistic models is a widespread and successful technique in areas ranging from computer vision, to natural language processing, to bioinformatics. Currently, these reasoning systems are either coded from scratch in general-purpose
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::07d6d6ba694f76561c4d1cbca19d5136
https://doi.org/10.1145/1297081.1297085
https://doi.org/10.1145/1297081.1297085
Autor:
Gregory Marton, Alexey Radul
Publikováno v:
HLT-NAACL
The TREC Definition and Relationship questions are evaluated on the basis of information nuggets that may be contained in system responses. Human evaluators provide informal descriptions of each nugget, and judgements (assignments of nuggets to respo
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::099d86f972786ec6822780b887f9e8cc
https://doi.org/10.3115/1220835.1220883
https://doi.org/10.3115/1220835.1220883
Publikováno v:
The American Mathematical Monthly. 119:815
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::16a755055b7af17d4800ce1d7c9d61bb
https://doi.org/10.4169/amer.math.monthly.119.10.815
https://doi.org/10.4169/amer.math.monthly.119.10.815