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Xuhong Zhang

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• Faithful Bi-Directional Model Steering via Distribution Matching and Distributed Interchange Interventions
• Ground What You See: Hallucination-Resistant MLLMs via Caption Feedback, Diversity-Aware Sampling, and Conflict Regularization
• RAGFort: Dual-Path Defense Against Proprietary Knowledge Base Extraction in Retrieval-Augmented Generation