Publications

2025

1. 

   An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications

   Erfan Mirzaei, Andreas Maurer, Vladimir Kostic, and Massimiliano Pontil

   In International Conference on Artificial Intelligence and Statistics (AISTATS), 2025

   arXiv Bib Code

   @inproceedings{mirzaei2025empirical,
     title = {An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications},
     author = {Mirzaei, Erfan and Maurer, Andreas and Kostic, Vladimir and Pontil, Massimiliano},
     booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
     year = {2025},
   }

2. 

   Generalization of Gibbs and Langevin Monte Carlo Algorithms in the Interpolation Regime

   Andreas Maurer, Erfan Mirzaei, and Massimiliano Pontil

   arXiv preprint arXiv:2510.06028, 2025

   arXiv Bib Code

   @article{maurer2025generalization,
     title = {Generalization of Gibbs and Langevin Monte Carlo Algorithms in the Interpolation Regime},
     author = {Maurer, Andreas and Mirzaei, Erfan and Pontil, Massimiliano},
     journal = {arXiv preprint arXiv:2510.06028},
     year = {2025},
   }

3. 

   kooplearn: A Scikit-Learn Compatible Library of Algorithms for Evolution Operator Learning

   Giacomo Turri, Grégoire Pacreau, Giacomo Meanti, Timothée Devergne, and 7 more authors

   arXiv preprint arXiv:2512.21409, 2025

   arXiv Bib Code

   @article{turri2025kooplearn,
     title = {kooplearn: A Scikit-Learn Compatible Library of Algorithms for Evolution Operator Learning},
     author = {Turri, Giacomo and Pacreau, Gr{\'e}goire and Meanti, Giacomo and Devergne, Timoth{\'e}e and Ordonez, Daniel and Mirzaei, Erfan and Belucci, Bruno and Lounici, Karim and Kostic, Vladimir and Pontil, Massimiliano and others},
     journal = {arXiv preprint arXiv:2512.21409},
     year = {2025},
   }

4. 

   Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach

   Erfan Mirzaei, Seyed Pooya Shariatpanahi, Alireza Tavakoli, Reshad Hosseini, and 1 more author

   IEEE Transactions on Cognitive and Developmental Systems, 2025

   arXiv Bib

   @article{mirzaei2025exploiting,
     title = {Exploiting Expertise of Non-Expert and Diverse Agents in Social Bandit Learning: A Free Energy Approach},
     author = {Mirzaei, Erfan and Shariatpanahi, Seyed Pooya and Tavakoli, Alireza and Hosseini, Reshad and Ahmadabadi, Majid Nili},
     journal = {IEEE Transactions on Cognitive and Developmental Systems},
     year = {2025},
     publisher = {IEEE},
   }

2022

1. 

   BioLCNet: Reward-modulated locally connected spiking neural networks

   Hafez Ghaemi, Erfan Mirzaei, Mahbod Nouri, and Saeed Reza Kheradpisheh

   In International Conference on Machine Learning, Optimization, and Data Science, 2022

   arXiv Bib Code

   @inproceedings{ghaemi2022biolcnet,
     title = {BioLCNet: Reward-modulated locally connected spiking neural networks},
     author = {Ghaemi, Hafez and Mirzaei, Erfan and Nouri, Mahbod and Kheradpisheh, Saeed Reza},
     booktitle = {International Conference on Machine Learning, Optimization, and Data Science},
     pages = {564--578},
     year = {2022},
     organization = {Springer},
   }