Scholar
Samaneh Mohammadi
Google Scholar ID: hVsI_-4AAAAJ
PhD Researcher, RISE Research Institutes of Sweden
Citations & Impact
Citations
102
H-index
4
i10-index
4
Publications
10
Co-authors
9
list available
Publications
Resume (English only)
Academic Achievements
- - Publications:
- - EncCluster: Scalable Functional Encryption in Federated Learning through Weight Clustering and Probabilistic Filters, Pervasive and Mobile Computing Journal, 2025.
- - Bringing Functional Encryption in Federated Foundational Models, NeurIPS 2024 Workshop on Federated Foundation Models.
- - Balancing Privacy and Performance in Federated Learning: A Systematic Literature Review on Methods and Metrics, Journal of Parallel and Distributed Computing, 2024.
- - Secure and Efficient Federated Learning by Combining Homomorphic Encryption and Gradient Pruning in Speech Emotion Recognition, ISPEC 2023.
- - Balancing Privacy and Accuracy Federated Learning for Speech Emotion Recognition, FedCSIS 2023 (Best Paper Award).
- - Hyperparameters optimization for federated learning system: Speech emotion recognition case study, FMEC 2023.
- - Optimized paillier homomorphic encryption in federated learning for speech emotion recognition, IEEE COMPSAC 2023.
Research Experience
- - Researcher at RISE Research Institute of Sweden
- - Experience at the University of Tehran
- - Work experience at Openinside Co.
- - Actively involved in two major European research projects: DADAP Project (developing an AI model for mental health disorders using federated learning) and DAIS Project (applying privacy-preserving techniques in federated learning for industrial use-cases)
Education
- - PhD: Mälardalen University
- - MSc: Tehran University
Background
- - Industrial PhD candidate with over five years of experience in AI and privacy-preserving machine learning
- - Research interests include distributed machine learning, federated learning, AI privacy, and edge AI
- - Focuses on scalable, secure, and efficient ML models for real-world distributed systems
Miscellany
- - Contact Information:
- - Email: samaneh.mohammadi@ri.se
- - LinkedIn: samaneh-mohammadi
- - Google Scholar: Profile
