Corrections to “Scheduling and Aggregation Design for Asynchronous Federated Learning Over Wireless Networks”
Abstract
In the above article [1], this shows a corrected statement and proof of Theorem 1. The analysis in [1] incorrectly treated subsets of scheduled devices independently, overlooking that global iterates depend on all subsets. In addition, in the proof of Lemma 2 (now Lemma 3 in this document), the expectation over the randomness in the gradient sparsification was inaccurate.
Fields of Study & Subjects
Privacy-Preserving Technologies in Data
Stochastic Gradient Optimization Techniques
Distributed Sensor Networks and Detection Algorithms
Publication details
- Journal / source
- IEEE Journal on Selected Areas in Communications
- Volume
- 44
- Pages
- 1008–1012
- Publication date
- 1 January 2026
- Language
- EN