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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Qiu-Chi Li

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Book Open access Aug 2026

SymDiag: Explainable Diagnosis for LLM Reasoning via Neuro-Symbolic Verification

SymDiag is proposed, a neuro-symbolic framework that reframes reasoning verification as structured failure diagnosis and incorporates a Self-Auditor that disentangles TranslationError from ReasoningError via dual symbolic encodings consistency checks, enabling robust diagnosis under partial observability.

Wenyao Cui, Hua-Ping Zhang, Yongyi Huang et al. · 0 citations
Book Open access Aug 2026

SymDiag: Explainable Diagnosis for LLM Reasoning via Neuro-Symbolic Verification

SymDiag is proposed, a neuro-symbolic framework that reframes reasoning verification as structured failure diagnosis and incorporates a Self-Auditor that disentangles TranslationError from ReasoningError via dual symbolic encodings consistency checks, enabling robust diagnosis under partial observability.

Wenyao Cui, Huaping Zhang, Yongyi Huang et al. · 0 citations

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