Author

Dai Teng

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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

Enhancing Web Search Agents With Self-Play Contrastive Fine-Tuning

This paper proposes TAPE (Trajectory Alignment and exPerience pool Evolution), a novel self-evolving fine-tuning framework designed to enhance the generalization and robustness of web search agents without requiring large-scale human annotation.

Minjae Rhee, Jitong Zou, Tianjun Mo et al. · IEEE Access · 3 citations

Open access 2026

Neuro-Elastic: A Unified Framework for Hardware-Aware Adaptive Quantization and Dynamic Sparsity in Real-Time Edge Intent Prediction

Neuro-Elastic, an adaptive inference framework that operates at two granularities: per-input sparsity (entropy-driven early exit and token pruning) and device-state-driven switching among pre-compiled mixed-precision model variants, is proposed.

Wenbin Shang, Dai Teng, Tingjie Chen et al. · IEEE Access · 1 citation