3 papers
cs.MA2026
CoWeaver: A Bi-directional, Learnable and Explainable Matching Engine for Mixed Human-Agent Science Collaboration
Jiayao Gu, Kexin Chu, Peidong Liu +5
LLM-based agents excel at writing articles, coding and information retrieval. However, they fail to form strong collaborations within the scientific community due to the bidirectio…
cs.LG2025
Offline Model-Based Optimization: Comprehensive Review
Minsu Kim, Jiayao Gu, Ye Yuan +4
Offline optimization is a fundamental challenge in science and engineering, where the goal is to optimize black-box functions using only offline datasets. This setting is particula…
cs.CL2025
Investigating the Impact of Data Selection Strategies on Language Model Performance
Jiayao Gu, Liting Chen, Yihong Li
Data selection is critical for enhancing the performance of language models, particularly when aligning training datasets with a desired target distribution. This study explores th…