Development

Related Paper

• Collaborative Evolving Strategy for Automatic Data-Centric Development Co-STEER is a method to tackle data-centric development (AD2) tasks and highlight its main challenges, which need expert-like implementation (i.e., learning domain knowledge from practice) and task scheduling capability (e.g., starting with easier tasks for better overall efficiency), areas that previous work has largely overlooked. Our Co-STEER agent enhances its domain knowledge through our evolving strategy and improves both its scheduling and implementation skills by gathering and using domain-specific practical experience. With a better schedule, implementation becomes faster. At the same time, as implementation feedback becomes more detailed, scheduling accuracy improves. These two capabilities grow together through practical feedback, enabling a collaborative evolution process.

@misc{yang2024collaborative,
    title={Collaborative Evolving Strategy for Automatic Data-Centric Development},
    author={Xu Yang and Haotian Chen and Wenjun Feng and Haoxue Wang and Zeqi Ye and Xinjie Shen and Xiao Yang and Shizhao Sun and Weiqing Liu and Jiang Bian},
    year={2024},
    eprint={2407.18690},
    archivePrefix={arXiv},
    primaryClass={cs.AI}
}