Request-Only Optimization for Recommendation Systems. - Liang Guo; Wei Li; Lucy Liao; Huihui Cheng; Rui Zhang; Yu Shi; Yueming Wang; Yanzun Huang; Keke Zhai; Pengchao Wang; Timothy Shi; Xuan Cao; et al. (CoRR, 2025)