2 papers
cs.MA2026
pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development
Chen Zhu, Xiaolu Wang, Weilong Zhang
In many social-science research tasks, such as economics, LLM-based agents must produce outputs for which no cheap, task-complete, machine-readable correctness signal exists. This…
cs.AI2026
HLER: Human-in-the-Loop Economic Research via Multi-Agent Pipelines for Empirical Discovery
Chen Zhu, Xiaolu Wang
Large language models (LLMs) have enabled agent-based systems that aim to automate scientific research workflows. Most existing approaches focus on fully autonomous discovery, wher…