2 papers
eess.SP2025
Information-Preserving CSI Feedback: Invertible Networks with Endogenous Quantization and Channel Error Mitigation
Haotian Tian, Lixiang Lian, Jiaqi Cao +1
Deep learning has emerged as a promising solution for efficient channel state information (CSI) feedback in frequency division duplex (FDD) massive MIMO systems. Conventional deep…
cs.LG2025
One-shot Federated Learning Methods: A Practical Guide
Xiang Liu, Zhenheng Tang, Xia Li +6
One-shot Federated Learning (OFL) is a distributed machine learning paradigm that constrains client-server communication to a single round, addressing privacy and communication ove…