Publications

Journal and conference articles

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2026· 2 citations★ Featured
Evolutionary Neural Architecture Search for Super-Resolution: Benchmarking SynFlow and model-based predictors
Sergio Sarmiento-Rosales, Víctor Adrían Sosa Hernández, Raúl Monroy
Swarm and Evolutionary ComputationNeural Architecture Search
2024· 5 citations★ Featured
Neural architecture search for image super-resolution: A review on the emerging state-of-the-art
Jesús L. Llano García, Raúl Monroy, Víctor Adrián Sosa Hernández
NeurocomputingNeural Architecture Search
2020· 37 citations★ Featured
The Set-Based Hypervolume Newton Method for Bi-Objective Optimization
Victor Adrian Sosa Hernandez, Oliver Schutze, Hao Wang, Andre Deutz, Michael Emmerich
IEEE Transactions on CyberneticsEvolutionary multiobjective optimization
2026
Comparative Analysis of Performance Predictors in Multi-objective Neural Architecture Search for Single Image Super-Resolution: XGBoost Regressor and SynFlow
Sergio Sarmiento-Rosales, Jesus Leopoldo Llano-García, Jesper Michiel Janssen, Jesús Guillermo Falcón-Cardona, Raúl Monroy, Víctor Adrián Sosa Hernández
Communications in Computer and Information ScienceNeural Architecture Search Evolutionary multiobjective optimization
2025⭘ Open Access
GSMT: An explainable semi-supervised multi-label method based on Gower distance
José Carlos Mondragón, Andres Eduardo Gutierrez-Rodríguez, Victor Adrián Sosa Hernández
ArrayExplainable AI (XAI) · decision trees
2025· 2 citations⭘ Open Access
Beyond Performance: Designing a Super-Resolution Architecture Search Space and a Hybrid Multi-Objective Approach for Neural Architecture Optimization
Jesús Leopoldo Llano García, Raúl Monroy, Víctor Adrián Sosa Hernández, Kalyanmoy Deb
IEEE AccessNeural Architecture Search Evolutionary multiobjective optimization
2023· 2 citations⭘ Open Access
The Hypervolume Newton Method for Constrained Multi-Objective Optimization Problems
Hao Wang, Michael Emmerich, André Deutz, Víctor Adrián Sosa Hernández, Oliver Schütze
Mathematical and Computational ApplicationsEvolutionary multiobjective optimization
2018· 10 citations
On the choice of neighborhood sampling to build effective search operators for constrained MOPs
Adriana Lara, Lourdes Uribe, Sergio Alvarado, Víctor Adrián Sosa, Honggang Wang, Oliver Schütze
Memetic ComputingEvolutionary multiobjective optimization
2017· 1 citations
The directed search method for unconstrained parameter dependent multi-objective optimization problems
Víctor Adrián Sosa Hernández, Adriana Lara, Heike Trautmann, Günter Rudolph, Oliver Schütze
Studies in Computational IntelligenceEvolutionary multiobjective optimization
2016· 1 citations
An effective mutation operator to deal with multi-objective constrained problems: SPM
Sergio Alvarado, Adriana Lara, Victor Sosa, Oliver Schutze
2016 13th International Conference on Electrical Engineering,Computing Science and Automatic Control, CCE 2016Evolutionary multiobjective optimization
2016· 18 citations
The hypervolume based directed search method for multi-objective optimization problems
Oliver Schütze, Víctor Adrián Sosa Hernández, Heike Trautmann, Günter Rudolph
Journal of HeuristicsEvolutionary multiobjective optimization
2015
On the behavior of stochastic local search within parameter dependent MOPs
Víctor Adrián Sosa Hernández, Oliver Schütze, Heike Trautmann, Günter Rudolph
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2014· 14 citations
Hypervolume maximization via set based Newton’s method
Victor Adrián Sosa Hernández, Oliver Schütze, Michael Emmerich
Advances in Intelligent Systems and ComputingEvolutionary multiobjective optimization
2014
Using a family of curves to approximate the pareto front of a multi-objective optimization problem
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)Evolutionary multiobjective optimization
2013
Directed search method for indicator-based multi-objective evolutionary algorithms
Victor Adrian Sosa-Hernandez, Oliver Schütze, Günter Rudoph, Heike Trautmann
GECCO 2013 - Proceedings of the 2013 Genetic and Evolutionary Computation Conference CompanionEvolutionary multiobjective optimization
2013· 4 citations
The Directed search method for pareto front approximations with maximum dominated hypervolume
Víctor Adrián Sosa Hernández, Oliver Schütze, Günter Rudolph, Heike Trautmann
Advances in Intelligent Systems and ComputingEvolutionary multiobjective optimization

Journal and conference articles

Using a family of curves to approximate the pareto front of a multi-objective optimization problem