Research
Selected projects and papers
Research on LLM agents, retrieval, NL2SQL, interpretability, and dashboard-centered analysis workflows.
Trace2Map
Milestone-guided context management for tool-use agents.
StrategyMap
A workflow map as state memory for dependency-sensitive intelligent agents.
NL2SQL+
An extended framework for SQL generation with on-demand embedded machine learning functions.
TwinBI
An agentic digital twin for efficient augmented interactions with business intelligence dashboards.
QueryCapsule
A data-centric NL2SQL framework that turns validated SQL workloads into reusable query examples.
AU-RAG
An agent-based universal RAG framework for large, heterogeneous, and frequently changing enterprise data sources.
PolyFIT
An interpretable machine learning method that builds polynomial surrogate models from feature interaction trees.