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Ziqi Xu

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• FedCARE: Federated Unlearning with Conflict-Aware Projection and Relearning-Resistant Recovery
• FairGU: Fairness-aware Graph Unlearning in Social Networks
• When to Trust: A Causality-Aware Calibration Framework for Accurate Knowledge Graph Retrieval-Augmented Generation
• When to Invoke: Refining LLM Fairness with Toxicity Assessment
• Hallucinate Less by Thinking More: Aspect-Based Causal Abstention for Large Language Models