21 citations · 100 across the 35 of their papers we have counts for
11 papers · 1 filter
Lifelong Computing
Danny Weyns, Thomas Bäck, Renè Vidal +2
Computing systems form the backbone of many aspects of our life, hence they are becoming as vital as water, electricity, and road infrastructures for our society. Yet, engineering…
Addressing the Multiplicity of Solutions in Optical Lens Design as a Niching Evolutionary Algorithms Computational Challenge
Anna V. Kononova, Ofer M. Shir, Teus Tukker +3
Optimal Lens Design constitutes a fundamental, long-standing real-world optimization challenge. Potentially large number of optima, rich variety of critical points, as well as soli…
Quantum-Assisted Feature Selection for Vehicle Price Prediction Modeling
David Von Dollen, Florian Neukart, Daniel Weimer +1
Within machine learning model evaluation regimes, feature selection is a technique to reduce model complexity and improve model performance in regards to generalization, model fit,…
Designing Air Flow with Surrogate-assisted Phenotypic Niching
Alexander Hagg, Dominik Wilde, Alexander Asteroth +1
In complex, expensive optimization domains we often narrowly focus on finding high performing solutions, instead of expanding our understanding of the domain itself. But what if we…
An Analysis of Phenotypic Diversity in Multi-Solution Optimization
Alexander Hagg, Mike Preuss, Alexander Asteroth +1
More and more, optimization methods are used to find diverse solution sets. We compare solution diversity in multi-objective optimization, multimodal optimization, and quality dive…
Expressivity of Parameterized and Data-driven Representations in Quality Diversity Search
Alexander Hagg, Sebastian Berns, Alexander Asteroth +2
We consider multi-solution optimization and generative models for the generation of diverse artifacts and the discovery of novel solutions. In cases where the domain's factors of v…