| 2026 | GECCO | Addressing Combinatorial Optimization with Estimation of Distribution Algorithms Based on Diffusion Models. | Roberto Santana, Jos Antonio Lozano |
| 2026 | IWINAC | An Ensemble-Based Semi-supervised Machine Learning Framework for Anomaly Detection in Second-Life Electric Vehicle Batteries. | Martha Ivn Crdenas, Alfredo Vellido, Roberto Santana |
| 2024 | IJCNN | Factorized models in neural architecture search: Impact on computational costs and performance. | Unai Garciarena, Alexander Mendiburu, Roberto Santana |
| 2023 | GECCO | Neuroevolutionary algorithms driven by neuron coverage metrics for semi-supervised classification. | Roberto Santana, Ivan Hidalgo-Cenalmor, Unai Garciarena, Alexander Mendiburu, Jos Antonio Lozano |
| 2023 | GECCO | Analyzing the interplay between transferable GANs and gradient optimizers. | Unai Garciarena, Roberto Santana, Alexander Mendiburu |
| 2022 | GECCO | Multi-objective NK landscapes with heterogeneous objectives. | Raphal Cosson, Roberto Santana, Bilel Derbel, Arnaud Liefooghe |
| 2022 | GECCO | Boomerang-shaped neural embeddings for NK landscapes. | Roberto Santana, Arnaud Liefooghe, Bilel Derbel |
| 2021 | EUROGP | Automatic Design of Deep Neural Networks Applied to Image Segmentation Problems. | Ricardo Henrique Remes de Lima, Aurora T. R. Pozo, Alexander Mendiburu, Roberto Santana |
| 2021 | GECCO | On the exploitation of neuroevolutionary information. | Unai Garciarena, Nuno Loureno, Penousal Machado, Roberto Santana, Alexander Mendiburu |
| 2021 | ICMI | The EMPATHIC Virtual Coach: a demo. | Javier Mikel Olaso, Alain Vzquez, Leila Ben Letaifa, Mikel de Velasco, Aymen Mtibaa, Mohamed Amine Hmani, Dijana Petrovska-Delacrtaz, Grard Chollet, Csar Montenegro, Asier Lpez-Zorrilla, Raquel Justo, Roberto Santana, Jofre Tenorio-Laranga, Eduardo Gonzlez-Fraile, Begoa Fernndez-Ruanova, Gennaro Cordasco, Anna Esposito, Kristin Beck Gjellesvik, Anna Torp Johansen, Maria Stylianou Korsnes, Colin Pickard, Cornelius Glackin, Gary Cahalane, Pau Buch-Cardona, Cristina Palmero, Sergio Escalera, Olga Gordeeva, Olivier Deroo, Anas Fernndez, Daria Kyslitska, Jos Antonio Lozano, Mara Ins Torres, Stephan Schlgl |
| 2020 | CEC | Envisioning the Benefits of Back-Drive in Evolutionary Algorithms. | Unai Garciarena, Alexander Mendiburu, Roberto Santana |
| 2020 | CEC | A Symmetric grammar approach for designing segmentation models. | Ricardo Henrique Remes de Lima, Aurora T. R. Pozo, Alexander Mendiburu, Roberto Santana |
| 2020 | CEC | Dynamic programming operators for the bi-objective Traveling Thief Problem. | Roberto Santana, Siddhartha Shakya |
| 2020 | IJCNN | Transfer learning in hierarchical dialogue topic classification with neural networks | Csar Montenegro, Roberto Santana, Jos Antonio Lozano |
| 2019 | GECCO | Optimizing permutation-based problems with a discrete vine-copula as a model for EDA. | Abdelhakim Cheriet, Roberto Santana |
| 2019 | GECCO | Sentiment analysis with genetically evolved gaussian kernels. | Ibai Roman, Alexander Mendiburu, Roberto Santana, Jos Antonio Lozano |
| 2018 | CEC | Analysis of the Complexity of the Automatic Pipeline Generation Problem. | Unai Garciarena, Roberto Santana, Alexander Mendiburu |
| 2018 | CEC | On the Performance of Multi-Objective Estimation of Distribution Algorithms for Combinatorial Problems. | Marcella S. R. Martins, Mohamed El Yafrani, Roberto Santana, Myriam Regattieri Delgado, Ricardo Lders, Belad Ahiod |
| 2018 | GECCO | Modeling dependencies between decision variables and objectives with copula models. | Abdelhakim Cheriet, Roberto Santana |
| 2018 | GECCO | Evolved GANs for generating pareto set approximations. | Unai Garciarena, Roberto Santana, Alexander Mendiburu |
| 2018 | GECCO | Expanding variational autoencoders for learning and exploiting latent representations in search distributions. | Unai Garciarena, Roberto Santana, Alexander Mendiburu |
| 2018 | IPMU | The Relationship Between Graphical Representations of Regular Vine Copulas and Polytrees. | Diana Carrera, Roberto Santana, Jos Antonio Lozano |
| 2017 | CEC | Combining CMA-ES and MOEA/DD for many-objective optimization. | Olacir R. Castro Jr., Roberto Santana, Jos Antonio Lozano, Aurora T. R. Pozo |
| 2017 | CEC | Automated design of hyper-heuristics components to solve the PSP problem with HP model. | Vidal D. Fontoura, Aurora T. R. Pozo, Roberto Santana |
| 2017 | CEC | A comparison of probabilistic-based optimization approaches for vehicle routing problems. | Roberto Santana, Gia Sirbiladze, Bezhan Ghvaberidze, Bidzina Matsaberidze |
| 2017 | GECCO | Different scenarios for survival analysis of evolutionary algorithms. | Roberto Santana, Jos Antonio Lozano |
| 2016 | CEC | Maximal nonlinearity in balanced boolean functions with even number of inputs, revisited. | Stjepan Picek, Roberto Santana, Domagoj Jakobovic |
| 2016 | GECCO | Evolutionary Optimization of Compiler Flag Selection by Learning and Exploiting Flags Interactions. | Unai Garciarena, Roberto Santana |
| 2016 | GECCO | HMOBEDA: Hybrid Multi-objective Bayesian Estimation of Distribution Algorithm. | Marcella S. R. Martins, Myriam Regattieri de Biase da Silva Delgado, Roberto Santana, Ricardo Lders, Richard Aderbal Gonalves, Carolina Paula de Almeida |
| 2016 | GECCO | Evolutionary Approaches to Optimization Problems in Chimera Topologies. | Roberto Santana, Zheng Zhu, Helmut G. Katzgraber |
| 2016 | GECCO | On the Design of Hard mUBQP Instances. | Murilo Zangari, Roberto Santana, Alexander Mendiburu, Aurora T. R. Pozo |
| 2015 | CEC | Mixtures of Generalized Mallows models for solving the quadratic assignment problem. | Josu Ceberio, Roberto Santana, Alexander Mendiburu, Jos Antonio Lozano |
| 2015 | CEC | Evolving MNK-landscapes with structural constraints. | Roberto Santana, Alexander Mendiburu, Jos Antonio Lozano |
| 2015 | GECCO | Fighting the Symmetries: The Structure of Cryptographic Boolean Function Spaces. | Stjepan Picek, Robert I. McKay, Roberto Santana, Tom Gedeon |
| 2015 | GECCO | Multi-objective NM-Landscapes. | Roberto Santana, Alexander Mendiburu, Jos Antonio Lozano |
| 2013 | CEC | Symmetry in evolutionary and estimation of distribution algorithms. | Roberto Santana, Robert I. McKay, Jos Antonio Lozano |
| 2012 | CEC | Structural transfer using EDAs: An application to multi-marker tagging SNP selection. | Roberto Santana, Alexander Mendiburu, Jos Antonio Lozano |
| 2012 | CEC | An analysis of the use of probabilistic modeling for synaptic connectivity prediction from genomic data. | Roberto Santana, Alexander Mendiburu, Jos Antonio Lozano |
| 2012 | GECCO | Maximizing the number of polychronous groups in spiking networks. | Roberto Santana, Concha Bielza, Pedro Larraaga |
| 2012 | GECCO | Introducing the use of model-based evolutionary algorithms for EEG-based motor imagery classification. | Roberto Santana, Laurent Bonnet, Jozef Legny, Anatole Lcuyer |
| 2012 | GECCO | Evolving NK-complexity for evolutionary solvers. | Roberto Santana, Alexander Mendiburu, Jos Antonio Lozano |
| 2011 | CEC | On the limits of effectiveness in estimation of distribution algorithms. | Carlos Echegoyen, Qingfu Zhang, Alexander Mendiburu, Roberto Santana, Jos Antonio Lozano |
| 2011 | CEC | A differential evolution algorithm for the detection of synaptic vesicles. | Antonio LaTorre, Santiago Muelas, Jos Mara Pea Snchez, Roberto Santana, ngel Merchn-Prez, Jos-Rodrigo Rodrguez |
| 2011 | EMO | Multi-objective Optimization with Joint Probabilistic Modeling of Objectives and Variables. | Hossein Karshenas, Roberto Santana, Concha Bielza, Pedro Larraaga |
| 2011 | GECCO | Estimation of distribution algorithms: from available implementations to potential developments. | Roberto Santana |
| 2011 | GECCO | Affinity propagation enhanced by estimation of distribution algorithms. | Roberto Santana, Concha Bielza, Pedro Larraaga |
| 2011 | GECCO | Regularized k-order markov models in EDAs. | Roberto Santana, Hossein Karshenas, Concha Bielza, Pedro Larraaga |
| 2011 | GECCO | Quantitative genetics in multi-objective optimization algorithms: from useful insights to effective methods. | Roberto Santana, Hossein Karshenas, Concha Bielza, Pedro Larraaga |
| 2011 | GECCO | A direct optimization approach to the P300 speller. | Roberto Santana, Santiago Muelas, Antonio LaTorre, Jos Mara Pea Snchez |
| 2010 | CEC | Bivariate empirical and n-variate Archimedean copulas in estimation of distribution algorithms. | Alfredo Cuesta-Infante, Roberto Santana, Jos Ignacio Hidalgo, Concha Bielza, Pedro Larraaga |
| 2010 | CEC | Estimation of Bayesian networks algorithms in a class of complex networks. | Carlos Echegoyen, Alexander Mendiburu, Roberto Santana, Jos Antonio Lozano |
| 2009 | CEC | Analyzing the probability of the optimum in EDAs based on Bayesian networks. | Carlos Echegoyen, Alexander Mendiburu, Roberto Santana, Jos Antonio Lozano |
| 2009 | GECCO | Mining probabilistic models learned by EDAs in the optimization of multi-objective problems. | Roberto Santana, Concha Bielza, Jos Antonio Lozano, Pedro Larraaga |
| 2008 | CEC | Component weighting functions for adaptive search with EDAs. | Roberto Santana, Pedro Larraaga, Jos Antonio Lozano |
| 2008 | GECCO | An EDA based on local markov property and gibbs sampling. | Siddhartha Shakya, Roberto Santana |
| 2008 | PPSN | Adding Probabilistic Dependencies to the Search of Protein Side Chain Configurations Using EDAs. | Roberto Santana, Pedro Larraaga, Jos Antonio Lozano |
| 2007 | CEC | Exact Bayesian network learning in estimation of distribution algorithms. | Carlos Echegoyen, Jos Antonio Lozano, Roberto Santana, Pedro Larraaga |
| 2007 | GECCO | A parallel framework for loopy belief propagation. | Alexander Mendiburu, Roberto Santana, Jos Antonio Lozano, Endika Bengoetxea |
| 2005 | CEC | Interactions and dependencies in estimation of distribution algorithms. | Roberto Santana, Pedro Larraaga, Jos Antonio Lozano |
| 2002 | CEC | Blocked stochastic sampling versus Estimation of Distribution Algorithms. | Roberto Santana, Heinz Mhlenbein |
| 2000 | CEC | Too busy to learn [individual learning interaction with evolutionary algorithm in Busy Beaver problem]. | Francisco Baptista Pereira, Penousal Machado, Ernesto Costa, Amlcar Cardoso, Alberto Ochoa-Rodrguez, Roberto Santana, Marta Soto |
| 2000 | GECCO | Probabilistic Evolution and the Busy Beaver Problem. | Roberto Santana, Alberto Ochoa-Rodrguez, Marta Soto, Francisco Baptista Pereira, Penousal Machado, Ernesto Costa, Amlcar Cardoso |