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05/10/2021
Designing Air Flow with Surrogate-assisted Phenotypic Niching
In complex, expensive optimization domains we often narrowly focus on fi...
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05/10/2021
An Analysis of Phenotypic Diversity in Multi-Solution Optimization
More and more, optimization methods are used to find diverse solution se...
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05/10/2021
Expressivity of Parameterized and Data-driven Representations in Quality Diversity Search
We consider multi-solution optimization and generative models for the ge...
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03/09/2020
Automating Representation Discovery with MAP-Elites
The way solutions are represented, or encoded, is usually the result of ...
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07/16/2019
Modeling User Selection in Quality Diversity
The initial phase in real world engineering optimization and design is a...
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07/25/2018
Prototype Discovery using Quality-Diversity
An iterative computer-aided ideation procedure is introduced, building o...
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06/15/2018
Data-Efficient Design Exploration through Surrogate-Assisted Illumination
Design optimization techniques are often used at the beginning of the de...
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04/15/2018
Data-efficient Neuroevolution with Kernel-Based Surrogate Models
Surrogate-assistance approaches have long been used in computationally e...
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03/21/2017
Evolving Parsimonious Networks by Mixing Activation Functions
Neuroevolution methods evolve the weights of a neural network, and in so...
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02/13/2017