GoalRank: Group-Relative Optimization for a Large Ranking Model
Kaike Zhang · Xiaobei Wang · Shuchang Liu · HailanYang · Xiang Li · Lantao Hu · Han Li · Qi Cao · Fei Sun · Kun Gai
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Kaike Zhang · Xiaobei Wang · Shuchang Liu · HailanYang · Xiang Li · Lantao Hu · Han Li · Qi Cao · Fei Sun · Kun Gai
Wenyu Mao · Shuchang Liu · HailanYang · Xiaobei Wang · Xiaoyu Yang · Xu Gao · Xiang Li · Lantao Hu · Han Li · Kun Gai · An Zhang · Xiang Wang
Shengjie Sun (Taobao & · Jiaqi Yu · Minzhi Xie · Tiantian He · Xiaoxiao Xu · Zixiu Wang · Lantao Hu · Yongqi Liu · Han Li · Kaiqiao Zhan · Kun Gai
Short-video recommender systems typically optimize ranking models using dense user behavioral signals, such as clicks and watch time. However, these signals are only indirect proxies of user satisfaction and often suffer from noise and bias. Recently, explicit satisfaction feedback collected thro...
Changle Qu · Sunhao Dai · Ke Guo · Xiao Zhang · Liqin Zhao · Shijun Wang · Yanan Niu · Lantao Hu · Han Li · Jun Xu
Live streaming platforms have become a dominant form of online content consumption, offering dynamically evolving content, real-time interactions, and highly engaging user experiences. These unique characteristics introduce new challenges that differentiate live streaming recommendation from trad...