Papers with reinforcement learning-optimized agent
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration (2025.emnlp-main)
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| Challenge: | Existing multi-agent paradigms rely on prompt engineering and lack of knowledge integration. |
| Approach: | They propose a framework that integrates structured knowledge reasoning into multidisciplinary collaboration by using clinical knowledge graphs to guide dynamic discipline determination. |
| Outcome: | Extensive experiments on academic and real-world datasets demonstrate the effectiveness of the proposed framework. |