2607.27744
2026-07-31
cs.LG
cs.AI
cs.IR
新提交
ROCS: Request-Oriented Compute Sharing for Efficient Large-Scale Recommendation
ROCS：面向请求的计算共享，用于高效大规模推荐
Yuxin Chen, Liang Luo, Buyun Zhang, Jian Jiao, Boda Li, Haoyu Wang, Tongyi Tang, Ao Cai, Zijian Shen, Zhengkai Zhang, Wenyi Xie, Ryan Dick, Han Liu, Neng Shi, Bin Yu, Jianbo Xiao, Shuyao Bi, Hongtao Yu, Yuanwei Fang, Zhuoran Zhao, Sijia Chen, Yang Chen, Shuqi Yang, Qianru Li, Zikun Liu, Wei Ling, Sihan Zeng, Longhao Jin, Jiaxin Lu, Yinbin Ma, Jiawei Li, Yichen Ruan, Yong Ler Lee, Birmingham Guan, Zijian Li, Jianbo Sun, Zhengyu Zhang, Zeliang Chen, Xiaohan Wei, Yuchen Hao, GP Musumeci, Venkatesh Ranganathan, Yantao Yao, Chunqiang Tang, Wenlin Chen, Santanu Kolay, Ellie Dingqiao Wen
机构
*
Meta AI
AI总结
本研究提出面向请求的计算共享（ROCS）范式，通过GLM、DCA、IKBO等技术优化推荐模型推理，在公开基准和生产 workload 中均实现效率提升且保持或改善预测质量，已大规模部署应用。
