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Helmuth, T; Pantridge, E; Frazier, JG; Spector, L (, EuroGP 2024. Lecture Notes in Computer Science, vol 14631. Springer, Cham)
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Spector, L.; Ding, L; Boldi, R. (, Genetic Programming Theory and Practice XX)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.more » « less
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