Jingwei Zhao, Tiantong Sun, Yuanyuan Song, Jinhuan Guo, Wei Zishuo, Shengyu Huang, Ziyuan Ren, Wei Chen, Xiaojin Zhang
FedSumUp: User-Auditable Privacy-Aware Representation Sharing for Resource-Constrained Federated Intelligence
https://arxiv.org/abs/2610.21194

FedSumUp adds a lossy compressor to federated data condensation, giving users compact representations they can audit and reducing privacy leakage on resource-constrained devices. Server-trained and…

#FedSumUp #FederatedLearning #PrivacyAware #EdgeAI
https://arxiv.org/abs/2610.21194

Zhao, Sun, Song, Guo, Zishuo, Huang, Ren, Chen, Zhang: FedSumUp: User-Auditable Privacy-Aware Representation Sharing for Resource-Constrained Federated Intelligence https://arxiv.org/abs/2610.21194 https://arxiv.org/pdf/2610.21194 https://arxiv.org/html/2610.21194