Towards Data-Centric Automatic Research and Development

Jun 1, 2024·
Haotian Chen
Haotian Chen
Equal contribution
,
Xinjie Shen
Equal contribution
,
Zeqi Ye
,
Xiao Yang
,
Xu Yang
,
Weiqing Liu
,
Jiang Bian
· 0 min read
Abstract
We formalize automatic R&D and propose RD-Agent to automate the R&D pipeline from idea generation to experiment verification to result analysis for data-centric AI. Featured in Microsoft Build 2025 Global Keynote. #1 on MLEBench at release.
Type
Publication
ArXiv Preprint 2024
publications
Haotian Chen
Authors
Research Assistant Professor
I am a Research Assistant Professor at the School of Artificial Intelligence, Shanghai Jiao Tong University, where I work with Prof. Junchi Yan at RethinkLab. I study how to build AI systems that can automate long-horizon, effort-intensive, and creativity-demanding tasks such as research, engineering, and development. My current work focuses on autonomous agents, large language models, and AI4Research. Before joining SJTU, I received my PhD in Data Science from Fudan University, advised by Prof. Xiangdong Zhou, and completed postdoctoral research at Tsinghua University (THUNLP), working with Prof. Zhiyuan Liu and Prof. Maosong Sun. I was also a research intern at the Machine Learning Research Group of Microsoft Research Asia, mentored by Xiao Yang, and at the Institute for Interdisciplinary Information Sciences (IIIS), Tsinghua University, working with Prof. Yang Yu.