@article{
huang2026a,
title={A Survey of Agent Memory in the Second Half: Towards Self-Evolving and Long-Horizon Agents},
author={Wei-Chieh Huang and Weizhi Zhang and Yueqing Liang and Yuanchen Bei and Yankai Chen and Tao Feng and xinyu Pan and Zhen Tan and Yu Wang and Tianxin Wei and Shanglin Wu and Ruiyao Xu and Liangwei Yang and Rui Yang and Wooseong Yang and Chin-Yuan Yeh and Hanrong Zhang and Haozhen Zhang and Siqi Zhu and Henry Peng Zou and Wanjia Zhao and Song Wang and Wujiang Xu and Zixuan Ke and Zheng Hui and Dawei Li and Yaozu Wu and Langzhou He and Chen Wang and Xiongxiao Xu and Baixiang Huang and Juntao Tan and Shelby Heinecke and Huan Wang and Caiming Xiong and Ahmed Metwally and Jun Yan and Chen-Yu Lee and Hanqing Zeng and Yinglong Xia and Xiaokai Wei and Ali Payani and Yu Wang and Haitong Ma and Wenya Wang and Chenguang Wang and Yu Zhang and Xin Eric Wang and Yongfeng Zhang and Jiaxuan You and Hanghang Tong and Xiao Luo and Xue Liu and Yizhou Sun and Wei Wang and Julian McAuley and James Zou and Jiawei Han and Philip S. Yu and Kai Shu},
journal={Transactions on Machine Learning Research},
issn={2835-8856},
year={2026},
url={https://openreview.net/forum?id=XycbogUAeJ},
note={Survey Certification}
}