Collaborative Evolving Strategy for Automatic Data-Centric Development

Jul 1, 2024·
Xu Yang
Equal contribution
Haotian Chen
Haotian Chen
Equal contribution
,
Wenjun Feng
Equal contribution
,
Haoxue Wang
,
Zeqi Ye
,
Xinjie Shen
,
Xiao Yang
,
Shizhao Sun
,
Weiqing Liu
,
Jiang Bian
· 0 min read
Abstract
We propose knowledge-augmented collaborative evolving strategies for automatic data-centric development, advancing the RD-Agent framework.
Type
Publication
ArXiv Preprint 2024
publications
Haotian Chen
Authors
Research Assistant Professor · LLM Post-Training / AI4AI
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 LLM post-training for autonomous agents, agent memory and continual learning, and AI4Research / AI4AI. 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.