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Dive into the research topics where Gabriel Ghinita is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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An Adaptive Technique for Neural Network Training with Private Features and Public Labels
Monir, I. A., Fauzan, M. I., Ghinita, G. & Abdallah, M. M., Jan 2026, In: Transactions on Data Privacy. 19, 1, p. 1-28 28 p.Research output: Contribution to journal › Article › peer-review
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Budget-Conscious Differentially Private Aggregation of Power Data Timeseries
Kserawi, F. & Ghinita, G., 2025, Proceedings of the 2025 IEEE International Conference on Cyber Security and Resilience, CSR 2025. Institute of Electrical and Electronics Engineers Inc., p. 140-145 6 p. (Proceedings of the 2025 IEEE International Conference on Cyber Security and Resilience, CSR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Per-Attribute Privacy in Large Language Models Using Matrix-Variate Gaussian Mechanism
Monir, I. A. & Ghinita, G., 2025, 2025 22nd Annual International Conference on Privacy, Security, and Trust, PST 2025. Institute of Electrical and Electronics Engineers Inc., (2025 22nd Annual International Conference on Privacy, Security, and Trust, PST 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Privacy and Fairness in Machine Learning: A Survey
Shaham, S., Hajisafi, A., Quan, M. K., Nguyen, D. C., Krishnamachari, B., Peris, C., Ghinita, G., Shahabi, C. & Pathirana, P. N., 2025, (Accepted/In press) In: IEEE Transactions on Artificial Intelligence.Research output: Contribution to journal › Article › peer-review
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Private Next Location Prediction using Transformers: Enhancing Accuracy under Differential Privacy Constraints
Ouatu, A., Ghinita, G. & Rughinis, R., Oct 14 2025, SSTD 2025 - Proceedings of the 19th International Symposium on Spatial and Temporal Data. Association for Computing Machinery, Inc, p. 171-180 10 p. (SSTD 2025 - Proceedings of the 19th International Symposium on Spatial and Temporal Data).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution