Financial language, sparse-demand forecasting, and cooperative multi-agent systems.
Equal-contribution co-author
Built a three-track financial-text ranking ensemble and investigated development-to-test transfer failures through semantic audits and market-context analysis.
Equal-contribution co-author
Developed a recency-weighted hierarchical empirical-Bayes forecaster and diagnostics for when shared priors and finer pooling can improve sparse demand forecasts.
Productivity Optimization Lab, National Taiwan University
Feb 2025 – May 2026
Taipei, Taiwan
Advisor: Professor Chia-Yen Lee
Explored learned communication, role and subtask decomposition, and coordination under partial observability through literature review, implementation, and training diagnostics.
FinDA Research Lab, National Taiwan University
Sep 2024 – Feb 2025
Taipei, Taiwan
Advisor: Professor Chen-Ting Lien
Supported a difference-in-differences study of intellectual-property reform and analyst perceptions, including report-Compustat panel construction.