1 citations · 1 across the 1 of their papers we have counts for
2 papers
cs.SE2026★ 1 cited
Blueprint First, Model Second: A Framework for Deterministic LLM Workflow
Libin Qiu, Yuhang Ye, Zhirong Gao +7
While powerful, the inherent non-determinism of large language model (LLM) agents limits their application in structured operational environments where procedural fidelity and pred…
cs.AI2026
AutoRefine: Compiling Trajectories into Validated Typed Agent Artifacts
Libin Qiu, Zhirong Gao, Junfu Chen +6
Large language model agents repeatedly encounter related tasks, yet systems that learn from trajectories commit every lesson to one predefined artifact form. A local constraint, a…