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Code for paper: P.J. Bentley, S.L. Lim, A. Gaier and L. Tran. (2022). COIL: Constrained Optimization in Learned Latent Space. Learning Representations for Valid Solutions. ACM Genetic and Evolutionary Computation Conference (GECCO'22) Companion, ACM, pp. 1870–1877.