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Longtao Huang

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• How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities
• Why Steering Works: Toward a Unified View of Language Model Parameter Dynamics
• Disrupting Hierarchical Reasoning: Adversarial Protection for Geographic Privacy in Multimodal Reasoning Models