CustomFair: A Customized Fairness Method for Federated Recommender Systems in Social Internet of Things
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2024.3482703
Abstract: In the Social Internet of Things (SIoT), edge computing integrates artificial intelligence to learn intricate relationships. The scale and complexity of SIoT cause a data explosion from diverse objects, hindering tailored services to users who… read more here.
Keywords: federated recommender; customized fairness; recommender systems; social internet ... See more keywords
GCPA: GAN-Based Collusive Poisoning Attack in Federated Recommender Systems
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2025.3579807
Abstract: Federated Recommender Systems (FedRecs) have evolved as a privacy-preserving paradigm that facilitates distributed training of personalized recommenders without sharing user data. However, FedRecs are known to be susceptible to poisoning attacks by malicious users, who… read more here.
Keywords: federated recommender; attack; gan based; poisoning attack ... See more keywords