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Evolutionary Multitask Optimization: Are we Moving in the Right Direction?



Eneko Osaba , Javier Del Ser , Ponnuthurai N. Suganthan

* 10 pages, 1 figure, Submitted to an Elsevier Journal 

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Focusing on the Hybrid Quantum Computing -- Tabu Search Algorithm: new results on the Asymmetric Salesman Problem



Eneko Osaba , Esther Villar-Rodriguez , Izaskun Oregi , Aitor Moreno-Fernandez-de-Leceta

* 7 pages, 2 figures, under review for its consideration in the Genetic and Evolutionary Computation Conference 2021 (GECCO 2021) 

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Evolutionary Multitask Optimization: a Methodological Overview, Challenges and Future Research Directions



Eneko Osaba , Aritz D. Martinez , Javier Del Ser

* 29 pages, 4 figures, under review for its consideration in Applied Soft Computing journal 

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Hybrid Quantum Computing -- Tabu Search Algorithm for Partitioning Problems: preliminary study on the Traveling Salesman Problem



Eneko Osaba , Esther Villar-Rodriguez , Izaskun Oregi , Aitor Moreno-Fernandez-de-Leceta

* 8 pages, 4 figures, paper submitted for its consideration in IEEE Congress on Evolutionary Computation 2021 

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AT-MFCGA: An Adaptive Transfer-guided Multifactorial Cellular Genetic Algorithm for Evolutionary Multitasking



Eneko Osaba , Javier Del Ser , Aritz D. Martinez , Jesus L. Lobo , Francisco Herrera

* 30 pages, 2 figures, under review for its consideration in Information Sciences journal 

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A Coevolutionary Variable Neighborhood Search Algorithm for Discrete Multitasking (CoVNS): Application to Community Detection over Graphs



Eneko Osaba , Esther Villar-Rodriguez , Javier Del Ser

* 7 pages, paper accepted for presentation in the 2020 IEEE Symposium Series on Computational Intelligence (IEEE SSCI) 

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CURIE: A Cellular Automaton for Concept Drift Detection



Jesus L. Lobo , Javier Del Ser , Eneko Osaba , Albert Bifet , Francisco Herrera


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Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges



Aritz D. Martinez , Javier Del Ser , Esther Villar-Rodriguez , Eneko Osaba , Javier Poyatos , Siham Tabik , Daniel Molina , Francisco Herrera

* 64 pages, 18 figures, under review for its consideration in Information Fusion journal 

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On the Transferability of Knowledge among Vehicle Routing Problems by using Cellular Evolutionary Multitasking



Eneko Osaba , Aritz D. Martinez , Jesus L. Lobo , Ibai Laña , Javier Del Ser

* 8 pages, 1 figure, paper accepted for presentation in the 23rd IEEE International Conference on Intelligent Transportation Systems 2020 (IEEE ITSC 2020) 

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dMFEA-II: An Adaptive Multifactorial Evolutionary Algorithm for Permutation-based Discrete Optimization Problems



Eneko Osaba , Aritz D. Martinez , Akemi Galvez , Andres Iglesias , Javier Del Ser

* 7 pages, 0 figures, Camera-ready version of the paper accepted for presentation in The Genetic and Evolutionary Computation Conference 2020 (GECCO 2020) 

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