PhD Researcher Portfolio
Simon Jisoo Jang
I study intelligent data systems, LLM agents, and human-centered analytics workflows, with a focus on making complex computational processes more reliable, inspectable, and useful.
Selected Research
Reliable Systems for Analytical Decision Support
A compact entry point for current thesis-adjacent projects and published work.
Trace2Map
Trace2Map converts raw execution traces into procedural maps so tool-use agents can navigate reusable process knowledge without carrying entire episodic histories.
StrategyMap
StrategyMap turns procedural domain knowledge into a working map that helps agents navigate tasks with dependencies, state transitions, and recurring decision points.
NL2SQL+
NL2SQL+ extends text-to-SQL from retrieval and aggregation queries to predictive analytics by routing ML-intent questions into model selection and platform-specific ML SQL generation.