17 citations · 21 across the 3 of their papers we have counts for
4 papers
Parameterless Stochastic Natural Gradient Method for Discrete Optimization and its Application to Hyper-Parameter Optimization for Neural Network
Kouhei Nishida, Hernan Aguirre, Shota Saito +2
Black box discrete optimization (BBDO) appears in wide range of engineering tasks. Evolutionary or other BBDO approaches have been applied, aiming at automating necessary tuning of…
Improved ArtGAN for Conditional Synthesis of Natural Image and Artwork
Wei Ren Tan, Chee Seng Chan, Hernan Aguirre +1
This paper proposes a series of new approaches to improve Generative Adversarial Network (GAN) for conditional image synthesis and we name the proposed model as ArtGAN. One of the…
ArtGAN: Artwork Synthesis with Conditional Categorical GANs
Wei Ren Tan, Chee Seng Chan, Hernan Aguirre +1
This paper proposes an extension to the Generative Adversarial Networks (GANs), namely as ARTGAN to synthetically generate more challenging and complex images such as artwork that…
An Analysis on Selection for High-Resolution Approximations in Many-Objective Optimization
Hernan Aguirre, Arnaud Liefooghe, Sébastien Verel +1
This work studies the behavior of three elitist multi- and many-objective evolutionary algorithms generating a high-resolution approximation of the Pareto optimal set. Several sear…