MARM: Unlocking the Recommendation Cache Scaling-Law through Memory Augmentation and Scalable Complexity.

@inproceedings{lv-2025-marm, author = {Xiao Lv and Jiangxia Cao and Shijie Guan and Xiaoyou Zhou and Zhiguang Qi and Yaqiang Zang and Ben Wang and Guorui Zhou}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{MARM: Unlocking the Recommendation Cache Scaling-Law through Memory Augmentation and Scalable Complexity}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {2022--2031}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3761015}, doi = {https://doi.org/10.1145/3746252.3761015} }