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
Assistant Researcher
Haotian Chen is an Assistant Researcher at the School of Artificial Intelligence, Shanghai Jiao Tong University, working with Prof. Junchi Yan at RethinkLab. His research goal is to understand and develop AI for automating tasks that require extensive time, effort, and creative thinking. He works on automating data-driven scientific research, contributing to both alleviating the burden on humans and revolutionizing human productivity. His research focuses on Autonomous Agents, Large Language Models, and AI4Research. He received his PhD in Data Science from Fudan University and completed postdoctoral research at Tsinghua University (THUNLP), where he worked with Prof. Zhiyuan Liu and Prof. Maosong Sun. He was also a research intern at Microsoft Research Asia, where the RD-Agent project he co-developed was featured in the Microsoft Build 2025 Global Keynote.