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Exploiting Parasitic Dependency for Free-Rider Elimination in Blockchain-based Federated Learning
Published in 44th IEEE International Performance, Computing, and Communications Conference (IPCCC), 2025
An incentive mechanism uncovering free-riders in blockchain-based federated learning.
Recommended citation: Donghang Duan, Xu Zheng, Yifu Zheng, Chong Mu, Ruozhou Wang, Ke Yan. (2025). "Exploiting Parasitic Dependency for Free-Rider Elimination in Blockchain-based Federated Learning." 44th IEEE International Performance, Computing, and Communications Conference (IPCCC).
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Look Twice before You Leap: A Rational Agent Framework for Localized Adversarial Anonymization
Published in arXiv preprint, 2025
A fully localized and training-free rational framework that introduces an Attacker-Arbitrator-Anonymizer (A-A-A) architecture.
Recommended citation: Donghang Duan, Xu Zheng. (2025). "Look Twice before You Leap: A Rational Agent Framework for Localized Adversarial Anonymization." arXiv preprint arXiv:2512.06713.
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