A hybrid blockchain federated learning framework with Q-learning agents and LoRA-based unlearning is proposed, but the experiments do not show that model utility survives data removal.
A comprehensive survey on edge data integrity verification: Fundamentals and future trends,
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Large Language Model Federated Learning with Blockchain and Unlearning for Cross-Organizational Collaboration
A hybrid blockchain federated learning framework with Q-learning agents and LoRA-based unlearning is proposed, but the experiments do not show that model utility survives data removal.