作者位次 #7/9ACL 2026Findings· Findings of ACL
Demystify the Role of Memory in Machine Learning Engineering Agents
Xinyu Zhao · Junpeng Wang · Yuzhong Chen · Menghai Pan · Chin-Chia Michael Yeh · Jiarui Sun · Yan Zheng · Mahashweta Das · Tianlong Chen
摘要
While memory is a core component in agent systems, its behavioral impact in complex, long-horizon domains like machine learning engineering (MLE) remains poorly understood. Unlike short, reactive exchanges, MLE agents solve tasks through cycles of experimentation and improvement where past errors...