Privacy-Preserving

Federated Learning-Assisted Optimization of Mobile Transmission with Digital Twins

• Federated learning framework enables mobile transmission scheduling while preserving device privacy. • Three energy‑constrained problems tackled: minimize transmission time, fixe

SRFed: Mitigating Poisoning Attacks in Privacy-Preserving Federated Learning with Heterogeneous Data

• Computer Science > Cryptography and Security [Submitted on 18 Feb 2026] Title:SRFed: Mitigating Poisoning Attacks in Privacy-Preserving Federated Learning with Heterogeneous Data

Data Pipeline Challenges of Privacy-Preserving Federated Learning

• PPFL hides raw data from training org, preventing quality assessment and format validation. • Traditional preprocessing steps are often omitted in PPFL research, focusing solely