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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Yuxuan Qin

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Open access Aug 2026

Neuro-symbolic constraint verification for LLM-driven internet finance transaction execution

Large language model (LLM) agents cannot guarantee that their outputs satisfy the hard business rules that govern financial transactions. We present the Verifier-Actor Neuro-Symbolic Framework ( VA-NSF ), a dual-layer architecture that separates natural language understanding from formal constraint enforcement fo...

Yuxuan Qin, Minjae Rhee, Dai Teng et al. · 3 citations

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