Author

Yi-Fei Zou

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Sep 2026

Alternating Distillation and Resource-Adaptive Pruning for Federated Large Model Adaptation.

This study delves into large PFMs adaptation in the resource-constrained federated learning environment, and proposes an innovative framework, namely ADRAP, which alternates between large model distillation and resource-adaptive pruning, with guaranteed convergence.

Xiao Zhang, Yang-Yang Wang, Xing-Yu Sun et al. · IEEE Transactions on Pattern... · 0 citations

PrivSynth: Alternating and Control-Based Optimization for Privacy and Utility in Synthetic Data

PrivSynth is proposed, a framework that quantiﬁes multiple privacy risks and integrates it into the control ob-jective, and achieves better utility and stronger privacy protection than state-of-the-art methods.

Xinyuan Zhao, Hanlin Gu, Gui-Bao Song et al. · 0 citations

2026

E-CBBA: A Consensus Auction Approach for Multi-UAV Task Allocation Under Time Window and Task Priority Constraints

This paper proposes a collaborative task allocation model for heterogeneous multi-UAV systems in missions with chain-structured task priorities and strict time constraints. The model considers key constraints, including UAV flight speed, task capability differences, execution limits, and ordered task dependencies, enab...

Kang Wang, Dong-Zhao Wang, Meng-Zhen Li et al. · IEEE Transactions on Automat... · 0 citations