3 papers
cs.LG2026
Self-Driving Datasets: From 20 Million Papers to Nuanced Biomedical Knowledge at Scale
Haydn Jones, Yimeng Zeng, Alden Rose +11
Manually curated biomedical repositories -- spanning bioactivity, genomics, and chemistry -- are expensive to maintain, lag behind primary literature, and discard experimental cont…
cs.DB2026
Adversarial Query Synthesis via Bayesian Optimization
Jeffrey Tao, Yimeng Zeng, Haydn Thomas Jones +4
Benchmark workloads are extremely important to the database management research community, especially as more machine learning components are integrated into database systems. Here…
cs.LG2025
Large Scale Multi-Task Bayesian Optimization with Large Language Models
Yimeng Zeng, Natalie Maus, Haydn Thomas Jones +7
In multi-task Bayesian optimization, the goal is to leverage experience from optimizing existing tasks to improve the efficiency of optimizing new ones. While approaches using mult…