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StateGuard: Analytical-State Management with Validity-Aware Intervention for Long-Horizon Data Agents
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, constraints, variables, and conclusions remain implicitly embedded in interaction histories, makin
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