Author

Changhao Zhang

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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. · Scientific Reports · 3 citations

Open access 2026

Self-Evolving AI Agents With Dual Memory for Automated Software Testing and Bug Localization

LS-CM (Long-Short Collaborative Memory), a dual-memory architecture that couples a Retrieval-Augmented Generation (RAG)-based short-term memory for code-base context with a Reinforcement Learning (RL)driven long-term memory that distills strategic patterns from historical test failures and patch iterations, is proposed...

Tianjun Mo, Changhao Zhang, Jitong Zou et al. · IEEE Access · 0 citations