Algebraic Dynamical Systems in Machine Learning

no code implementations • 6 Nov 2023 • Iolo Jones, Jerry Swan, Jeffrey Giansiracusa

We introduce an algebraic analogue of dynamical systems, based on term rewriting.

Metaheuristics "In the Large"

no code implementations • 19 Nov 2020 • Jerry Swan, Steven Adriaensen, Alexander E. I. Brownlee, Kevin Hammond, Colin G. Johnson, Ahmed Kheiri, Faustyna Krawiec, J. J. Merelo, Leandro L. Minku, Ender Özcan, Gisele L. Pappa, Pablo García-Sánchez, Kenneth Sörensen, Stefan Voß, Markus Wagner, David R. White

We describe our vision and report on progress, showing how the adoption of common protocols for all metaheuristics can help liberate the potential of the field, easing the exploration of the design space of metaheuristics.

The Text-Based Adventure AI Competition

1 code implementation • 3 Aug 2018 • Timothy Atkinson, Hendrik Baier, Tara Copplestone, Sam Devlin, Jerry Swan

In 2016, 2017, and 2018 at the IEEE Conference on Computational Intelligence in Games, the authors of this paper ran a competition for agents that can play classic text-based adventure games.

Board Games Natural Language Understanding

Dependency Injection for Programming by Optimization

no code implementations • 13 Jul 2017 • Zoltan A. Kocsis, Jerry Swan

Programming by Optimization tools perform automatic software configuration according to the specification supplied by a software developer.

Distance Metric Ensemble Learning and the Andrews-Curtis Conjecture

no code implementations • 4 Jun 2016 • Krzysztof Krawiec, Jerry Swan

A previous empirical analysis of problem structure examined several heuristic measures of search progress and determined that none of them provided any useful guidance for search.

Ensemble Learning