Beijing University

Beijing University

Personalized Federated Learning Framework Enhances Fairness, Robustness, and Collaboration

Research from Beijing University of Technology has introduced a personalized federated learning framework, known as RPFed, which aims to improve fairness, robustness, and collaboration in data-driven decision-making processes. According to the study, RPFed utilizes blockchain technology and multifactor trust-based client selection to ensure secure model aggregation and mitigate potential biases.

Beijing University

Asymmetric Oxygen Vacancies Enhance Charge Transfer in Manganese Dioxide for Hybrid Capacitive Deionization Efficiency

Researchers at the Beijing University of Chemical Technology have developed a strategy to improve the performance of manganese dioxide (MnO2) in hybrid capacitive deionization (HCDI) applications. By introducing an asymmetric oxygen vacancy structure, specifically a Cu-Ov-Mn unit, into MnO2, the team significantly enhanced the electronic structure and HCDI performance. The