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Qingwen Yang

2 accepted papers

2026

Augmented Runtime Collaboration for Self-Organizing Multi-Agent Systems: A Hybrid Bi-Criteria Routing Approach

AAAI 2026technical

LLM-based multi-agent systems have demonstrated significant capabilities across diverse domains. However, the task performance and efficiency are fundamentally constrained by their collaboration strategies. Prevailing approaches rely on static topologies and centralized global planning, a paradigm t

Cited by 0SourcePDFScholar
2026

From Detection to Diagnosis: Advancing Hallucination Analysis with Automated Data Synthesis

AAAI 2026technical

Hallucinations in Large Language Models (LLMs), defined as the generation of content inconsistent with facts or context, represent a core obstacle to their reliable deployment in critical domains. Current research primarily focuses on binary "detection" approaches that, while capable of identifying

Cited by 0SourcePDFScholar