Minghuan Ma

TabGuard: Agentic LLM Orchestration for Adaptive Tabular Anomaly Detection via Dynamic Validator Selection and Generation

T AB G UARD is introduced, an agentic framework that resolves semantic heterogeneity, domain-specific validation rules, and enterprise-scale processing through semantic routing and decouples expensive cognitive reasoning from scalable programmatic execution, enabling deployment on enterprise datasets without per-cell inference.