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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

He-Qiang Wang

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Preprint Sep 2026

Windowed and Quantized Group-Based ADMM for Distributed Optimization in Heterogeneous Edge Networks

Distributed optimization in edge networks is constrained by heterogeneous client computing capabilities and limited communication resources. We propose the Windowed and Quantized Group-Based Alternating Direction Method of Multipliers (WQ-GADMM) to coordinate group updates under limited activation capacity and reduce c...

Gai-Guo Wei, Qing-Ying Zhang, He-Qiang Wang et al. · 0 citations
Aug 2025

Mitigating Modality Quantity and Quality Imbalance in Multimodal Online Federated Learning

The Modality Quantity and Quality Rebalanced (QQR) algorithm is proposed, a prototype learning based method designed to operate in parallel with the training process and consistently outperforms benchmarks under modality imbalance conditions with promising learning performance.

Heqiang Wang, Weihong Yang, Xiaoxiong Zhong et al. · 4 citations

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