% Publications of Addi Ait-Mlouk · https://aitmlouk.github.io/publications.html

@inproceedings{aitmlouk2026fedrecall,
  title = {FedRecall: Gradient History Replay for Cold-Start Clients in Federated Learning},
  author = {Addi Ait-Mlouk and Omar Ait-Mlouk and F. A. Baali and C. Lhasnaoui},
  booktitle = {2nd International Conference on Federated Learning and Intelligent Computing Systems (FLICS), Valencia, Spain, pp. 457-461},
  year = {2026},
  doi = {10.1109/FLICS70075.2026.11621925}
}


@inproceedings{aitmlouk2026llm,
  title = {LLM-Simulated Users for Rapid Usability Evaluation of Decision Support Tools},
  author = {Addi Ait-Mlouk and Omar Ait-Mlouk},
  booktitle = {2nd International Conference on Human-AI Interaction and Experience Design (HAXD), Valencia, Spain, pp. 237-242},
  year = {2026},
  doi = {10.1109/HAXD70072.2026.11620802}
}


@article{aitbaali2026federated,
  title = {Federated Learning for Large Language Models: Opportunities, Challenges, and Open Research Directions},
  author = {Fatiha Ait Baali and Chaima Lhasnaoui and Addi Ait-Mlouk and Tarik Agouti},
  journal = {Journal of Machine Learning (to appear)},
  year = {2026}
}


@inproceedings{lhasnaoui2025adaptive,
  title = {Adaptive Aggregation for Robust Federated Learning Against Label Flipping and Backdoor Attacks},
  author = {Chaima Lhasnaoui and Oscar Bergling and Addi Ait-Mlouk and Tarik Agouti},
  booktitle = {International Conference on Fog and Mobile Edge Computing (FMEC) 2025},
  year = {2025},
  url = {https://ieeexplore.ieee.org/abstract/document/11119245}
}


@article{heitz2025investigation,
  title = {Investigation on eXtreme Gradient Boosting for cutting force prediction in milling},
  author = {Thomas Heitz and Ning He and Addi Ait-Mlouk and Daniel Bachrathy and Ni Chen and Guolong Zhao and Liang Li},
  journal = {Journal of Intelligent Manufacturing 2025},
  year = {2025},
  doi = {10.1007/s10845-023-02243-9}
}


@inproceedings{lhasnaoui2024bridging,
  title = {Bridging AI and Privacy: Federated Learning for Leukemia Diagnosis},
  author = {C. Lhasnaoui and Addi Ait-Mlouk and T. Agouti and M. Sadgal},
  booktitle = {2024 2nd International Conference on Federated Learning Technologies and Applications (FLTA), Valencia, Spain},
  year = {2024},
  doi = {10.1109/FLTA63145.2024.10840066}
}


@inproceedings{lhasnaoui2024decentralized,
  title = {Decentralized Diagnosis: Privacy-Preserving Brain Tumor Classification with Federated Learning},
  author = {Chaima Lhasnaoui and Addi Ait-Mlouk and Tarik Agouti and Mohammed Sadgal},
  booktitle = {KDD 2024 Workshop - Artificial Intelligence and Data Science for Healthcare, Barcelona, Spain},
  year = {2024}
}


@article{alawadi2024toward,
  title = {Toward efficient resource utilization at edge nodes in federated learning},
  author = {Sadi Alawadi and Addi Ait-Mlouk and Salman Toor and Andreas Hellander},
  journal = {Progress in Artificial Intelligence 2024},
  year = {2024},
  doi = {10.1007/s13748-024-00322-3}
}


@article{aitmlouk2022fedqas,
  title = {FedQAS: Privacy-Aware Machine Reading Comprehension with Federated Learning},
  author = {Addi Ait-Mlouk and Sadi A. Alawadi and Salman Toor and Andreas Hellander},
  journal = {Applied Sciences 2022, 12, 3130},
  year = {2022},
  doi = {10.3390/app12063130}
}


@article{ali2022arabic,
  title = {Arabic Named Entity Recognition on Social Media based on BiLSTM-CRF using an attention mechanism},
  author = {Brahim Ait Ben Ali and Addi Ait-Mlouk and Soukaina Mihi and Ismail El Bazi and Nabil Laachfoubi},
  journal = {Journal of Intelligent and Fuzzy Systems (JIFS) 2022},
  year = {2022}
}


@inproceedings{ekmefjord2022scalable,
  title = {Scalable federated machine learning with FEDn},
  author = {Morgan Ekmefjord and Addi Ait-Mlouk and Sadi Alawadi and Mattias Åkesson and Desislava Stoyanova and Ola Spjuth and Salman Toor and Andreas Hellander},
  booktitle = {2022 IEEE/ACM 22nd International Symposium on Cluster, Cloud and Internet Computing (CCGrid), pp. 21-30},
  year = {2022},
  url = {https://ieeexplore.ieee.org/document/9826069}
}


@incollection{aitmlouk2022fuzzy,
  title = {Fuzzy Set Theory-Based Approach for Mining Spatial Association Rules: Road Accident as a Case Study},
  author = {Addi Ait-Mlouk and Ait-Mlouk M. and El Mazouri FZ. and Dey A. and Agouti T.},
  booktitle = {AI and IoT for Sustainable Development in Emerging Countries. Lecture Notes on Data Engineering and Communications Technologies, vol 105. Springer},
  year = {2022},
  doi = {10.1007/978-3-030-90618-4_17}
}


@misc{ekmefjord2021scalable,
  title = {Scalable federated machine learning with FEDn},
  author = {Morgan Ekmefjord and Addi Ait-Mlouk and Sadi Alawadi and Mattias Åkesson and Desislava Stoyanova and Ola Spjuth and Salman Toor and Andreas Hellander},
  howpublished = {arXiv 2021},
  year = {2021},
  url = {https://arxiv.org/abs/2103.00148}
}


@article{aitmlouk2020winfra,
  title = {WINFRA: A Web-Based Platform for Semantic Data Retrieval and Data Analytics},
  author = {Addi Ait-Mlouk and Vu, X.-S. and Jiang, L.},
  journal = {Mathematics 2020},
  year = {2020},
  url = {https://www.mdpi.com/2227-7390/8/11/2090}
}


@article{aitmlouk2020kbot,
  title = {kbot: a knowledge graph based chatbot for natural language understanding over linked data},
  author = {Addi Ait-Mlouk and Lili Jiang},
  journal = {IEEE Access, vol. 8, pp. 149220-149230, 2020},
  year = {2020},
  url = {https://ieeexplore.ieee.org/document/9165716}
}


@inproceedings{aitmlouk2020a,
  title = {A Web-based Platform for Mining and Ranking Association Rules},
  author = {Addi Ait-Mlouk and Lili Jiang},
  booktitle = {ECIR The 42st European Conference on Information Retrieval, April 14-17, 2020, Lisbon, Spain},
  year = {2020},
  url = {https://link.springer.com/chapter/10.1007/978-3-030-45442-5_55}
}


@article{aitmlouk2019dmmcda,
  title = {DM-MCDA: A web-based platform for data mining and multiple criteria decision analysis: A case study on road accident},
  author = {Addi Ait-Mlouk and T. Agouti},
  journal = {SoftwareX (2019) 100323},
  year = {2019},
  url = {https://www.sciencedirect.com/science/article/pii/S2352711019301438}
}


@inproceedings{vu2019graphbased,
  title = {Graph-based Interactive Data Federation System for Heterogeneous Data Retrieval and Analytics},
  author = {Xuan-Son Vu and Addi Ait-Mlouk and Erik Elmroth and Lili Jiang},
  booktitle = {The 30th TheWebConf'19 (formerly WWW), May 13-17, 2019. San Francisco, California, U.S.},
  year = {2019},
  url = {https://dl.acm.org/doi/10.1145/3308558.3314138}
}


@inproceedings{aitmlouk2019improving,
  title = {Improving RDF data through semantic association rules mining},
  author = {Addi Ait-Mlouk and Xuan-Son Vu and Erik Elmroth and Lili Jiang},
  booktitle = {The 31st annual workshop of the Swedish Artificial Intelligence Society (SAIS 2019), June 18-19, Umeå, Sweden},
  year = {2019},
  url = {https://sais2019.cs.umu.se/wp-content/uploads/2019/06/SAIS_2019_paper_21.pdf}
}


@inproceedings{vu2019privacyconcerns,
  title = {Privacy-concerns in the Era of AI and Social Network Sites},
  author = {Xuan-Son Vu and Addi Ait-Mlouk and Erik Elmroth and Lili Jiang},
  booktitle = {The 31st annual workshop of the Swedish Artificial Intelligence Society (SAIS 2019), June 18-19, Umeå, Sweden},
  year = {2019}
}


@inproceedings{jiang2019privacyaware,
  title = {Privacy-aware Data Federation Infrastructure},
  author = {Lili Jiang and Xuan-Son Vu and Addi Ait-Mlouk and Anders Brändström and Erik Elmroth},
  booktitle = {The 31st annual workshop of the Swedish Artificial Intelligence Society (SAIS 2019), June 18-19, Umeå, Sweden},
  year = {2019}
}


@phdthesis{aitmlouk2018fouille,
  title = {Fouille de données et analyse de qualité des règles d'association dans les bases de données massives : Application dans le domaine de la sécurité routière},
  author = {Addi Ait-Mlouk},
  school = {Cadi Ayyad University},
  year = {2018},
  url = {https://hal.archives-ouvertes.fr/tel-02611898}
}


@article{b2018stable,
  title = {Stable routing protocol based on fuzzy logic system in vehicular ad hoc networks},
  author = {Marzak B and Addi Ait-Mlouk and El Moumni S and Benlahmar E and Talea M.},
  journal = {Int J Commun Syst., 2018},
  year = {2018},
  doi = {10.1002/dac.3587}
}


@article{aitmlouk2017an,
  title = {An improved approach for association rules mining using multi-criteria decision support system: A case study in road safety},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  journal = {European Transport Research Review, 2017},
  year = {2017},
  url = {https://etrr.springeropen.com/articles/10.1007/s12544-017-0257-5}
}


@article{aitmlouk2017mining,
  title = {Mining and prioritization of association rules for Big Data: Multi-criteria decision analysis approach},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  journal = {Journal of Big Data, 2017},
  year = {2017},
  url = {https://journalofbigdata.springeropen.com/articles/10.1186/s40537-017-0105-4}
}


@article{aitmlouk2017multicriteria,
  title = {Multi-criteria decisional approach for extracting relevant association rules},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  journal = {Int. J. of Computational Science and Engineering, 2017},
  year = {2017},
  url = {https://dl.acm.org/doi/10.5555/3160607.3160610}
}


@article{aitmlouk2017application,
  title = {Application of big data analysis with decision Tree for road accident},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  journal = {Indian Journal of Science and Technology, Vol. 10, No. 29, pp. 1-10},
  year = {2017},
  doi = {10.17485/ijst/2017/v10i29/117325}
}


@article{aitmlouk2017intelligent,
  title = {Intelligent transport system for road safety based data mining approach},
  author = {Addi Ait-Mlouk and Kamsa, I. and Gharnati, F. and Agouti, T.},
  journal = {International Journal of Control and Automation, Vol.10, No.8, pp.13-22},
  year = {2017}
}


@article{mouachi2017a,
  title = {A Choice of Symmetric Cryptographic Algorithms based on Multi-Criteria Analysis Approach for Securing Smart Grid},
  author = {Raja Mouachi and Addi Ait-Mlouk and Fatima Gharnati and Mustapha Raoufi},
  journal = {Indian Journal of Science and Technology, Vol. 10, No. 39, pp. 1-9},
  year = {2017},
  doi = {10.17485/ijst/2017/v10i39/119856}
}


@inproceedings{aitmlouk2017application2,
  title = {Application of big data analysis with decision Tree for road accident},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  booktitle = {3rd International Conference on Green Computing and Engineering Technologies, August 8-10, Killaloe, County Clare, Ireland},
  year = {2017},
  url = {https://www.scilit.net/article/4ef2d053499364fadff95307921a800e}
}


@inproceedings{aitmlouk2017intelligent2,
  title = {Intelligent transport system for road safety based data mining approach},
  author = {Addi Ait-Mlouk and Kamsa, I. and Gharnati, F. and Agouti, T.},
  booktitle = {3rd International Conference on Green Computing and Engineering Technologies, August 8-10, Killaloe, County Clare, Ireland},
  year = {2017}
}


@inproceedings{aitmlouk2017an2,
  title = {An Approach Based on MapReduce and Decision Tree to Improve Road Safety in Morocco},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  booktitle = {International symposium on data engineering and information systems (DEIS'2017), Mai 19-05, 2017, Marrakech, Morocco},
  year = {2017}
}


@article{aitmlouk2016multiagent,
  title = {Multi-Agent Based Modeling for Extracting Relevant Association Rules Using a Multi-Criteria Analysis Approach},
  author = {Addi Ait-Mlouk and Gharnati and F. Agouti, T.},
  journal = {Vietnam Journal of Computer Science, Vol.3, N.4, pp 235–245, 2016},
  year = {2016},
  url = {https://link.springer.com/article/10.1007/s40595-016-0070-4}
}


@inproceedings{aitmlouk2016an,
  title = {An approach based on association rules mining to improve road safety in Morocco},
  author = {Addi Ait-Mlouk and A. Tarik and G. Fatima},
  booktitle = {International Conference on Information Technology for Organizations Development (IT4OD), Fez, 2016, pp. 1-6},
  year = {2016},
  doi = {10.1109/IT4OD.2016.7479311}
}


@inproceedings{aitmlouk2016mining,
  title = {Mining Traffic Accident from Big Data: The case study of Morocco},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  booktitle = {The First International Conference of High Innovation in Computer Science (ICHICS'2016), June 01-03, 2016, Kenitra, Morocco},
  year = {2016}
}


@inproceedings{aitmlouk2016formation,
  title = {Formation Science des Données},
  author = {Addi Ait-Mlouk},
  booktitle = {La Conférence Internationale Francophone AAFD SFC, Mai 22-26, 2016, Marrakech, Morocco},
  year = {2016}
}


@inproceedings{aitmlouk2015a,
  title = {A choice of relevant association rules based on multi-criteria analysis approach},
  author = {Addi Ait-Mlouk and A. Tarik and G. Fatima and D. Badi},
  booktitle = {5th International Conference on Information and Communication Technology and Accessibility (ICTA), Marrakech, Morocco, 2015, pp. 1-6},
  year = {2015},
  doi = {10.1109/ICTA.2015.7426886}
}


@inproceedings{aitmlouk2015comparative,
  title = {Comparative survey of association rule mining algorithms based on multiple-criteria decision analysis approach},
  author = {Addi Ait-Mlouk and A. Tarik and G. Fatima},
  booktitle = {3rd International Conference on Control, Engineering and Information Technology (CEIT), Tlemcen, Algeria 2015, pp. 1-6},
  year = {2015},
  doi = {10.1109/CEIT.2015.7233078}
}


@inproceedings{aitmlouk2015association,
  title = {Association Rules Mining based On Electre Tri Method},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  booktitle = {The 4th International Conference on Software Engineering and New Technologies (ICSENT'2015), December, 20-24, 2015, Istanbul, Turkey},
  year = {2015}
}


@inproceedings{aitmlouk2015evaluation,
  title = {Evaluation of association rules extraction algorithms},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  booktitle = {International Conference on Networked Systems (NETYS'2015), May 13-15, 2015. Agadir, Morocco},
  year = {2015}
}


@inproceedings{aznaoui2015classification,
  title = {Classification of routing Protocol in WSNs},
  author = {Aznaoui, H. and Addi Ait-Mlouk},
  booktitle = {The 4th International Conference on Software Engineering and New Technologies (ICSENT-2015), December, 20-24, 2015, Istanbul, Turkey},
  year = {2015}
}


@inproceedings{aznaoui2015a,
  title = {A comparative study of routing protocols in WSN},
  author = {H. Aznaoui and S. Raghay and L. Aziz and Addi Ait-Mlouk},
  booktitle = {5th International Conference on Information and Communication Technology and Accessibility (ICTA), Marrakech, Morocco, 2015, pp. 1-6},
  year = {2015}
}


@inproceedings{aitmlouk2015on,
  title = {On selecting interestingness measures for association rules extraction based on electre tri method},
  author = {Addi Ait-Mlouk and Gharnati, F. and Agouti, T.},
  booktitle = {1er forum de la recherche scientifique, Jun, 2015. Marrakech, Morocco},
  year = {2015}
}