Papers by Ziqing Zhuang
MA2P: A Meta-Cognitive Autonomous Intelligent Agents Framework for Complex Persuasion (2026.findings-acl)
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| Challenge: | Existing approaches to persuasion generate generic or weakly grounded responses even when such cues are identified. |
| Approach: | They propose a meta-cognitive autonomous intelligent agent framework for complex persuasion that coordinates perception management, mental-state inference, strategy execution, memory maintenance, and performance evaluation. |
| Outcome: | The proposed framework achieves a higher persuasion success rate than baselines. |
Beyond Meta-Reasoning: Metacognitive Consolidation for Self-Improving LLM Reasoning (2026.acl-long)
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| Challenge: | Existing approaches for improving LLM reasoning remain episodic and lack reusable meta-reasoning skills. |
| Approach: | They propose a framework that consolidates metacognitive experience from past reasoning episodes into reusable knowledge that improves future meta-reasoning. |
| Outcome: | The proposed framework consolidates metacognitive experience from past reasoning episodes into reusable knowledge that improves future meta-reasoning. |