Scholar
Vasileios Perifanis
Google Scholar ID: V1t6u_YAAAAJ
Democritus University of Thrace
Citations & Impact
Citations
431
H-index
8
i10-index
8
Publications
20
Co-authors
0
Publications
Resume (English only)
Academic Achievements
- [{'Title': 'SFTC: Machine Unlearning via Selective Fine-tuning and Targeted Confusion', 'Authors': 'Vasileios Perifanis, Efstathios Karypidis, Nikos Komodakis and Pavlos Efraimidis', 'Conference': 'European Interdisciplinary Cybersecurity Conference, ACM', 'Year': '2024', 'DOI': '10.1145/3655693.3655697'}, {'Title': 'Towards Energy-Aware Federated Traffic Prediction for Cellular Networks', 'Authors': 'Vasileios Perifanis, Nikolaos Pavlidis, Selim F Yilmaz, Francesc Wilhelmi, Elia Guerra, Marco Miozzo, Pavlos Efraimidis, Paolo Dini and Remous-Aris Koutsiamanis', 'Conference': '2023 Eighth International Conference on Fog and Mobile Edge Computing (FMEC), IEEE', 'Year': '2023', 'DOI': '10.1109/FMEC59375.2023.10306017'}, {'Title': 'Federated learning for 5G base station traffic forecasting', 'Authors': 'Vasileios Perifanis, Nikolaos Pavlidis, Remous-Aris Koutsiamanis and Pavlos Efraimidis', 'Journal': 'Computer Networks, Elsevier', 'Year': '2023', 'DOI': '10.1016/j.comnet.2023.109950'}, {'Title': 'FedPOIRec: Privacy-Preserving Federated POI Recommendation with Social Influence', 'Authors': 'Vasileios Perifanis, George Drosatos, Giorgos Stamatelatos and Pavlos Efraimidis', 'Journal': 'Information Sciences, Elsevier', 'Year': '2023', 'DOI': '10.1016/j.ins.2022.12.024'}, {'Title': 'Federated Neural Collaborative Filtering', 'Authors': 'Vasileios Perifanis and Pavlos Efraimidis', 'Journal': 'Knowledge-Based Systems, Elsevier', 'Year': '2022', 'DOI': '10.1016/j.knosys.2022.108441'}]
Research Experience
- [{'Position': 'Research Software Engineer', 'Organization': 'Enora Innovation', 'Time': 'Mar 2024 - Present', 'Description': 'Designing software systems, from simple APIs to complete AI/ML apps.'}, {'Position': 'Information Technology Instructor', 'Organization': 'Greek Public Employment Service (DYPA)', 'Time': 'Oct 2020 - Jun 2024', 'Courses': 'Algorithms and Data Structures, Communication Systems, Operating Systems, Databases, Web Programming, Python Programming'}, {'Position': 'Teaching Assistant', 'Organization': 'Democritus University of Thrace', 'Time': 'Mar 2021 - Feb 2024', 'Courses': 'Algorithms and Data Structures, Algorithms and Complexity, Algorithmic Aspects of Privacy (Postgraduate)'}, {'Position': 'Researcher', 'Organization': 'Democritus University of Thrace', 'Time': 'Jul 2023 - Nov 2023', 'Project': 'Lead Machine Learning and Privacy Engineer as part of the FLAMENCO project.'}, {'Position': 'Visiting Researcher', 'Organization': 'Centre Tecnològic de Telecomunicacions de Catalunya (CTTC)', 'Time': 'May 2022', 'Description': 'Research Software Engineer related to energy-efficient Federated Learning algorithms.'}, {'Position': 'Researcher', 'Organization': 'Athena Research Center', 'Time': 'Jan 2021 - Sep 2021', 'Description': 'Research Software Engineer related to Point of Interest Recommendation algorithms as part of the PROMOTE project.'}, {'Position': 'System Administrator', 'Organization': 'Ministry of Tourism', 'Time': 'Feb 2019 - Feb 2020', 'Description': 'Responsible for daily operational activities and lead developer of a hotels management app.'}]
Background
- A Research Scientist specializing in Machine Learning, Federated Learning, Privacy-Enhancing Technologies, and Machine Unlearning. Holds a PhD in Privacy-Preserving Machine Learning, an MSc in Computer Security, and a BSc in Informatics.
Miscellany
- If you are interested in building novel AI applications, do not hesitate to contact me!
Co-authors