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Cheng-Lu Pan

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#federated learning Open access Oct 2026

Towards Fair and Robust Graph Federated Learning via Incentive Mechanisms

Graph federated learning (FL) allows multiple agents to collaboratively train a global graph model while preserving data privacy. However, current methods overlook the issue of low-quality or malicious data contributions, which can degrade the global model’s performance. This paper addresses this gap by proposing a nov...

Cheng-Lu Pan, Jia-Rong Xu, Carl Yang et al. · 0 citations

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