Particularity

June 12, 2023 ยท Declared Dead ยท ๐Ÿ› Genetic Programming Theory and Practice

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Authors Lee Spector, Li Ding, Ryan Boldi arXiv ID 2306.06812 Category cs.NE: Neural & Evolutionary Cross-listed cs.AI, cs.LG Citations 4 Venue Genetic Programming Theory and Practice Last Checked 4 months ago
Abstract
We describe a design principle for adaptive systems under which adaptation is driven by particular challenges that the environment poses, as opposed to average or otherwise aggregated measures of performance over many challenges. We trace the development of this "particularity" approach from the use of lexicase selection in genetic programming to "particularist" approaches to other forms of machine learning and to the design of adaptive systems more generally.
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