@article{membuilderreinforcingllmsforlongtermmemo, title = {MemBuilder: Reinforcing LLMs for Long-Term Memory Construction via Attributed Dense Rewards}, author = {Zhiyu Shen and Ziming Wu and Fuming Lai and Shaobing Lian and Yanghui Rao}, year = {2026}, eprint = {2601.05488}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.05488}, }