StateGuard: Analytical-State Management with Validity-Aware Intervention for Long-Horizon Data Agents
Experiments on three diverse long-horizon data-analysis benchmarks show that StateGuard consistently improves data-agent performance while reducing dependency-induced downstream error propagation, demonstrating the advantages of explicit analytical-state management for reliable long-horizon data analysis.