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Bentley, P. J., Lim, S. L., Gaier, A. and Tran, L. (2022) Evolving Through the Looking Glass: Learning Improved Search Spaces with Variational Autoencoders. In G. Rudolph et al. (Eds.): Proc of the 17th International Conference on Parallel Problem Solving From Nature (PPSN XVII). Sept 10-14th 2022. Dortmund Germany, LNCS 13398, pp. 371-384, 2022. doi.org/10.1007/978-3-031-14714-2_26
SOLVE extends the original COIL project (Constrained Optimization in Learned Latent Space) to extra criteria in addition to constraints, with layers/stacks and normalized flow VAE. Naming still reflects the original project.
Raw research code used to perform all experiments is in the v0 branch.
Details of code contents and structure is located in README.txt