no code implementations • 30 Mar 2024 • Geoffrey S. H. Cruttwell, Bruno Gavranovic, Neil Ghani, Paul Wilson, Fabio Zanasi
We propose a categorical semantics for machine learning algorithms in terms of lenses, parametric maps, and reverse derivative categories.
no code implementations • 2 Mar 2021 • G. S. H. Cruttwell, Bruno Gavranović, Neil Ghani, Paul Wilson, Fabio Zanasi
We propose a categorical semantics of gradient-based machine learning algorithms in terms of lenses, parametrised maps, and reverse derivative categories.
1 code implementation • 15 Mar 2016 • Neil Ghani, Jules Hedges, Viktor Winschel, Philipp Zahn
We introduce open games as a compositional foundation of economic game theory.
Computer Science and Game Theory