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few relevant papers in notes
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lecopivo committed Oct 25, 2023
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- [[https://arxiv.org/abs/1802.04730][Tensor Comprehensions: Framework-Agnostic High-Performance Machine Learning Abstractions]]
- [[https://doi.org/10.1145/3498710][Provably Correct, Asymptotically Efficient, Higher-Order Reverse-Mode Automatic Differentiation, 2022]]

- [[https://openreview.net/forum?id=SJxJtYkPG][A Language and Compiler View on Differentiable Programming, 2023]]
- [[https://arxiv.org/abs/2212.09801][Denotationally Correct, Purely Functional, Efficient Reverse-mode Automatic Differentiation, 2023]]
- [[https://arxiv.org/abs/2212.10307][Efficient and Sound Differentiable Programming in a Functional Array-Processing Language, 2021]]

*** Math Foundation

- [[https://www.mat.univie.ac.at/~kriegl/Skripten/apbook.pdf][The Convenient Setting of Global Analysis, 2008]]
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- [[https://www.springer.com/gp/book/9780817636548][Categorical Combinators, Sequential Algorithms, and Functional Programming, 1993]]
- [[https://www.math.mcgill.ca/rags/difftl/MSCS-Differential_Categories.pdf][Differential categories, 2006]]
- [[https://arxiv.org/abs/1006.3140][A convenient differential category, 2010]]

*** Blog posts

- [[https://ocramz.github.io/haskell/automatic-differentiation/2021/07/19/ad-delcont.html][Purely-functional reverse-mode automatic differentiation with delimited continuations]]

*** Presentations



- [[http://www.math.mcgill.ca/rags/JAC/Poster/poster2-JAC-Apr13-handout-6up.pdf][A categorical description of the essential structure of differential calculus, 2013]]
- [[http://www.appliedcategorytheory.org/wp-content/uploads/2017/09/Jason-Morton-An-approach-to-computational-category-theory.pdf][An approach to computational category theory, 2015]]
- [[https://andrejbauer.github.io/domains-floc-2018/slides/Matthijs-Kammar-Staton.pdf][Diffeological Spaces and Denotational Semantics for Differential Programming, 2018]]
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