StateGuard: Analytical-State Management with Validity-Aware Intervention for Long-Horizon Data Agents.

arXiv:2609.34134v1 Announce Type: new Abstract: LLM-based agents have shown strong capabilities in automated data analysis and are increasingly moving toward long-horizon, multi-stage analytical workflows. However, as the analytical process evolves, constraint