Publications

2026

  1. Enabling Population-Based Architectures for Neural Combinatorial Optimization
    Andoni Irazusta Garmendia, Josu Ceberio, and Alexander Mendiburu
    arXiv preprint arXiv:2601.08696, 2026

2024

  1. Applicability of neural combinatorial optimization: a critical view
    Andoni I. Garmendia, Josu Ceberio, and Alexander Mendiburu
    ACM Transactions on Evolutionary Learning and Optimization, 2024
  2. MARCO: a memory-augmented reinforcement framework for combinatorial optimization
    Andoni I Garmendia, Quentin Cappart, Josu Ceberio, and 1 more author
    In Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024
  3. Winning the 2023 CityLearn Challenge: a Community-based Hierarchical Energy Systems Coordination Algorithm
    Andoni I Garmendia, Francesco Morri, Quentin Cappart, and 1 more author
    In 27TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2024
  4. Neural combinatorial optimization by means of partial solution strategies
    Andoni Irazusta Garmendia, Josu Ceberio, and Alexander Mendiburu
    In 2024 IEEE Congress on Evolutionary Computation (CEC), 2024
  5. Exploring the Capabilities and Limitations of Neural Methods in the Maximum Cut
    Andoni I Garmendia, Josu Ceberio, and Alexander Mendiburu
    In Conference of the Spanish Association for Artificial Intelligence, 2024

2023

  1. Neural improvement heuristics for graph combinatorial optimization problems
    Andoni I Garmendia, Josu Ceberio, and Alexander Mendiburu
    IEEE Transactions on Neural Networks and Learning Systems, 2023

2021

  1. Exploratory analysis of the Monte Carlo tree search for solving the linear ordering problem
    Andoni I Garmendia, Josu Ceberio, and Alexander Mendiburu
    In Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2021
  2. A regularized approach for respiratory motion estimation from short-time projection data frames in emission tomography
    Andoni I Garmendia, Yongyi Yang, Chao Song, and 3 more authors
    In 2021 IEEE International Conference on Image Processing (ICIP), 2021
  3. Data-driven approach for respiratory motion correction in cardiac SPECT data
    Andoni I Garmendia, Yongyi Yang, Chao Song, and 3 more authors
    In 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021