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Collaborations and top research areas from the last five years
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SplitML: A Unified Privacy-Preserving Architecture for Federated Split-Learning in Heterogeneous Environments
Trivedi, D., Boudguiga, A., Kaaniche, N. & Triandopoulos, N., 1 Jan 2026, In: Electronics (Switzerland). 15, 2, 267.Research output: Contribution to journal › Article › peer-review
Open Access -
AI-Based Anomaly Detection and Classification of Traffic Using Netflow
Granadillo, G. G. & Kaaniche, N., 1 Jan 2025, Proceedings of the 22nd International Conference on Security and Cryptography, SECRYPT 2025. De Capitani Di Vimercati, S. & Samarati, P. (eds.). Science and Technology Publications, Lda, p. 644-649 6 p. (Proceedings of the International Conference on Security and Cryptography; vol. 1).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Automated Fault Tolerant Framework for IoT Composite Services in Remote Patient Monitoring
Sahli, S., Benharzallah, S., Kaaniche, N. & Kazar, O., 1 Dec 2025, In: International Journal of Computers and their Applications. 32, 4, p. 180-186 7 p.Research output: Contribution to journal › Article › peer-review
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FADE: Federated Aggregation with Discrimination Elimination
Bendoukha, A. A., Arcolezi, H. H., Kaaniche, N., Boudguiga, A., Sirdey, R. & Clet, P. E., 23 Jun 2025, ACMF AccT 2025 - Proceedings of the 2025 ACM Conference on Fairness, Accountability,and Transparency. Association for Computing Machinery, Inc, p. 3182-3195 14 p. (ACMF AccT 2025 - Proceedings of the 2025 ACM Conference on Fairness, Accountability,and Transparency).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
FairCognizer: A Model for Accurate Predictions with Inherent Fairness Evaluation (Extended Abstract)
Bendoukha, A. A., Kaaniche, N., Boudguiga, A. & Sirdey, R., 1 Jan 2025, Proceedings of the 34th International Joint Conference on Artificial Intelligence, IJCAI 2025. Kwok, J. (ed.). International Joint Conferences on Artificial Intelligence, p. 10869-10874 6 p. (IJCAI International Joint Conference on Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Fair Play for Individuals, Foul Play for Groups? Auditing Anonymization's Impact on ML Fairness
Arcolezi, H. H., Alishahi, M., Bendoukha, A. A. & Kaaniche, N., 21 Oct 2025, ECAI 2025 - 28th European Conference on Artificial Intelligence, including 14th Conference on Prestigious Applications of Intelligent Systems, PAIS 2025 - Proceedings. Lynce, I., Murano, N., Vallati, M., Villata, S., Chesani, F., Milano, M., Omicini, A. & Dastani, M. (eds.). IOS Press BV, p. 1009-1018 10 p. (Frontiers in Artificial Intelligence and Applications; vol. 413).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Unveiling the (in)Security of Threshold FHE-Based Federated Learning: The Practical Impact of Recent CPAD Attacks
Bendoukha, A. A., Sirdey, R., Boudguiga, A. & Kaaniche, N., 1 Jan 2025, Proceedings - 2025 IEEE 38th Computer Security Foundations Symposium, CSF 2025. IEEE Computer Society, p. 425-440 16 p. (Proceedings - IEEE Computer Security Foundations Symposium).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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chiku: Efficient Probabilistic Polynomial Approximations Library
Trivedi, D., Kaaniche, N., Boudguiga, A. & Triandopoulos, N., 1 Jan 2024, Proceedings of the 21st International Conference on Security and Cryptography, SECRYPT 2024. Di Vimercati, S. D. C. & Samarati, P. (eds.). Science and Technology Publications, Lda, p. 634-641 8 p. (Proceedings of the International Conference on Security and Cryptography).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Differentially-Private Data Aggregation over Encrypted Location Data for Range Counting Query
Sasada, T., Kaaniche, N., Laurent, M., Taenaka, Y. & Kadobayashi, Y., 1 Jan 2024, 38th International Conference on Information Networking, ICOIN 2024. IEEE Computer Society, p. 409-414 6 p. (International Conference on Information Networking).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
FairCognizer: A Model for Accurate Predictions with Inherent Fairness Evaluation
Bendoukha, A. A., Kaaniche, N., Boudguiga, A. & Sirdey, R., 16 Oct 2024, ECAI 2024 - 27th European Conference on Artificial Intelligence, Including 13th Conference on Prestigious Applications of Intelligent Systems, PAIS 2024, Proceedings. Endriss, U., Melo, F. S., Bach, K., Bugarin-Diz, A., Alonso-Moral, J. M., Barro, S. & Heintz, F. (eds.). IOS Press BV, p. 1019-1026 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 392).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access