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Bruno Gavranovic
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2020 – today
- 2024
- [c5]Bruno Gavranovic, Paul Lessard, Andrew Joseph Dudzik, Tamara von Glehn, João Guilherme Madeira Araújo, Petar Velickovic:
Position: Categorical Deep Learning is an Algebraic Theory of All Architectures. ICML 2024 - [i9]Bruno Gavranovic, Paul Lessard, Andrew Dudzik, Tamara von Glehn, João G. M. Araújo, Petar Velickovic:
Categorical Deep Learning: An Algebraic Theory of Architectures. CoRR abs/2402.15332 (2024) - [i8]Bruno Gavranovic:
Fundamental Components of Deep Learning: A category-theoretic approach. CoRR abs/2403.13001 (2024) - [i7]Matteo Capucci, Bruno Gavranovic, Abdullah Malik, Francisco Rios, Jonathan Weinberger:
On a fibrational construction for optics, lenses, and Dialectica categories. CoRR abs/2403.16388 (2024) - [i6]Geoffrey S. H. Cruttwell, Bruno Gavranovic, Neil Ghani, Paul W. Wilson, Fabio Zanasi:
Deep Learning with Parametric Lenses. CoRR abs/2404.00408 (2024) - 2022
- [c4]Geoffrey S. H. Cruttwell
, Bruno Gavranovic
, Neil Ghani
, Paul W. Wilson
, Fabio Zanasi
:
Categorical Foundations of Gradient-Based Learning. ESOP 2022: 1-28 - [i5]Bruno Gavranovic:
Space-time tradeoffs of lenses and optics via higher category theory. CoRR abs/2209.09351 (2022) - [i4]Bruno Gavranovic, Mattia Villani:
Graph Convolutional Neural Networks as Parametric CoKleisli morphisms. CoRR abs/2212.00542 (2022) - 2021
- [c3]Matteo Capucci, Bruno Gavranovic, Jules Hedges, Eigil Fjeldgren Rischel:
Towards Foundations of Categorical Cybernetics. ACT 2021: 235-248 - [i3]Geoff S. H. Cruttwell, Bruno Gavranovic, Neil Ghani, Paul W. Wilson, Fabio Zanasi:
Categorical Foundations of Gradient-Based Learning. CoRR abs/2103.01931 (2021) - [i2]Dan Shiebler, Bruno Gavranovic, Paul W. Wilson:
Category Theory in Machine Learning. CoRR abs/2106.07032 (2021) - 2020
- [c2]Robert Atkey, Bruno Gavranovic, Neil Ghani, Clemens Kupke
, Jérémy Ledent, Fredrik Nordvall Forsberg:
Compositional Game Theory, Compositionally. ACT 2020: 198-214
2010 – 2019
- 2019
- [c1]Bruno Gavranovic:
Learning Functors using Gradient Descent. ACT 2019: 230-245 - [i1]Bruno Gavranovic:
Compositional Deep Learning. CoRR abs/1907.08292 (2019)
Coauthor Index
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