2 papers
cs.LG2026
Federated k-Means over Networks
Xu Yang, Salvatore Rastelli, Alexander Jung
We study federated clustering, where interconnected devices collaboratively cluster the data points of private local datasets. Focusing on hard clustering via the k-means principle…
cs.CR2024
FedMPQ: Secure and Communication-Efficient Federated Learning with Multi-codebook Product Quantization
Xu Yang, Jiapeng Zhang, Qifeng Zhang +1
In federated learning, particularly in cross-device scenarios, secure aggregation has recently gained popularity as it effectively defends against inference attacks by malicious ag…