Balancing Privacy and Performance in Federated Learning: a Systematic Literature Review on Methods and Metrics (Mar 2024) Samaneh Mohammadi, Ali Balador, Sima Sinaei, Francesco Flammini Journal of Parallel and Distributed Computing (JPDC)
Hyperparameters Optimization for Federated Learning System: Speech Emotion Recognition Case Study (Oct 2023) Kateryna Mishchenko , Samaneh Mohammadi, Mohammadreza Mohammadi , Sima Sinaei The Eighth IEEE International Conference on Fog and Mobile Edge Computing (FMEC 2023)
Balancing Privacy and Accuracy in Federated Learning for Speech Emotion Recognition (Sep 2023) Samaneh Mohammadi, Mohammadreza Mohammadi , Sima Sinaei, Ali Balador, Ehsan Nowroozi , Francesco Flammini, Mauro Conti 18th Conference on Computer Science and Intelligence Systems (FedCSIS 2023)
Optimized Paillier Homomorphic Encryption in Federated Learning for Speech Emotion Recognition (Aug 2023) Samaneh Mohammadi, Sima Sinaei, Ali Balador, Francesco Flammini IEEE 47th Annual Computers, Software, and Applications Conference (COMPSAC 2023)
Secure and Efficient Federated Learning by Combining Homomorphic Encryption and Gradient Pruning in Speech Emotion Recognition (Aug 2023) Samaneh Mohammadi, Sima Sinaei, Ali Balador, Francesco Flammini 18th International Conference on Information Security Practice and Experience (ISPEC 2023)
FaCT-LSTM: Fast and Compact Ternary Architecture for LSTM Recurrent Neural Networks (Jun 2022) Najmeh Nazari , Seyed Ahmad Mirsalari , Sima Sinaei, Mostafa Salehi , Masoud Daneshtalab IEEE Design and Test (IEEE D&T)