catgrad.com
Category Theory × Machine Learning
Paper
Reverse tangent categories
Geoffrey Cruttwell, Jean-Simon Pacaud Lemay
arxiv
permalink
Paper
Data-Parallel Algorithms for String Diagrams
Paul Wilson, Fabio Zanasi
arxiv
yarrow
permalink
Paper
Computing with Categories in Machine Learning
Eli Sennesh, Tom Xu, Yoshihiro Maruyama
arxiv
discopyro
experiments
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Paper
Categorification of Group Equivariant Neural Networks
Edward Pearce-Crump
arxiv
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Paper
Graph Convolutional Neural Networks as Parametric CoKleisli morphisms
Bruno Gavranović, Mattia Villani
arxiv
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Paper
Generalized Optimization: A First Step Towards Category Theoretic Learning Theory
Dan Shiebler
arxiv
code
permalink
Paper
Categorical Foundations of Gradient-Based Learning
G.S.H. Cruttwell, Bruno Gavranović, Neil Ghani, Paul Wilson, Fabio Zanasi
arxiv
Numeric Optics
permalink
Paper
Learners' languages
David I. Spivak
arxiv
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Talk
Generalised Open Learners
Bruno Gavranović
CyberCat seminar
permalink
Paper
Lenses and Learners
Brendan Fong, Michael Johnson
arxiv
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Paper
Categorical Stochastic Processes and Likelihood
Dan Shiebler
arxiv
Python Notebook
permalink
Paper
Reverse Derivative Ascent
A Categorical Approach to Learning Boolean Circuits
Paul Wilson, Fabio Zanasi
arxiv
RDA Library
Experiments (ACT2020)
permalink
Paper
Functorial Language Games for Question Answering
Giovanni de Felice, Elena Di Lavore, Mario Román, Alexis Toumi
arxiv
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Paper
Poly
An abundant categorical setting for mode-dependent dynamics
David I. Spivak
arxiv
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Paper
Natural Graph Networks
Pim de Haan, Taco Cohen, Max Welling
arxiv
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Paper
Reverse derivative categories
Robin Cockett, Geoffrey Cruttwell, Jonathan Gallagher, Jean-Simon Pacaud Lemay, Benjamin MacAdam, Gordon Plotkin, Dorette Pronk
arxiv
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Paper
The simple essence of automatic differentiation
Conal Elliott
arxiv
conal.net
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Paper
Backprop as a Functor
A compositional perspective on supervised learning
Brendan Fong, David I. Spivak, Rémy Tuyéras
arxiv
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Paper
Geometric anomaly detection in data
Bernadette J. Stolz, Jared Tanner, Heather A. Harrington, Vidit Nanda
Paper
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