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IEEE"},{"key":"e_1_3_2_1_41_1","unstructured":"Guorui Zhou Jiaxin Deng Jinghao Zhang Kuo Cai Lejian Ren Qiang Luo Qianqian Wang Qigen Hu Rui Huang Shiyao Wang Weifeng Ding Wuchao Li Xinchen Luo Xingmei Wang Zexuan Cheng Zixing Zhang Bin Zhang Boxuan Wang Chaoyi Ma Chengru Song Chenhui Wang Di Wang Dongxue Meng Fan Yang Fangyu Zhang Feng Jiang Fuxing Zhang Gang Wang Guowang Zhang Han Li Hengrui Hu Hezheng Lin Hongtao Cheng Hongyang Cao Huanjie Wang Jiaming Huang Jiapeng Chen Jiaqiang Liu Jinghui Jia Kun Gai Lantao Hu Liang Zeng Liao Yu Qiang Wang Qidong Zhou Shengzhe Wang Shihui He Shuang Yang Shujie Yang Sui Huang Tao Wu Tiantian He Tingting Gao Wei Yuan Xiao Liang Xiaoxiao Xu Xugang Liu Yan Wang Yi Wang Yiwu Liu Yue Song Yufei Zhang Yunfan Wu Yunfeng Zhao and Zhanyu Liu. 2025a. OneRec Technical Report. CoRR Vabs\/2506.13695 (2025)."},{"key":"e_1_3_2_1_42_1","unstructured":"Guorui Zhou Hengrui Hu Hongtao Cheng Huanjie Wang Jiaxin Deng Jinghao Zhang Kuo Cai Lejian Ren Lu Ren Liao Yu Pengfei Zheng Qiang Luo Qianqian Wang Qigen Hu Rui Huang Ruiming Tang Shiyao Wang Shujie Yang Tao Wu Wuchao Li Xinchen Luo Xingmei Wang Yi Su Yunfan Wu Zexuan Cheng Zhanyu Liu Zixing Zhang Bin Zhang Boxuan Wang Chaoyi Ma Chengru Song Chenhui Wang Chenglong Chu Di Wang Dongxue Meng Dunju Zang Fan Yang Fangyu Zhang Feng Jiang Fuxing Zhang Gang Wang Guowang Zhang Han Li Honghui Bao Hongyang Cao Jiaming Huang Jiapeng Chen Jiaqiang Liu Jinghui Jia Kun Gai Lantao Hu Liang Zeng Qiang Wang Qidong Zhou Rongzhou Zhang Shengzhe Wang Shihui He Shuang Yang Siyang Mao Sui Huang Tiantian He Tingting Gao Wei Yuan Xiao Liang Xiaoxiao Xu Xugang Liu Yan Wang Yang Zhou Yi Wang Yiwu Liu Yue Song Yufei Zhang Yunfeng Zhao Zhixin Ling and Ziming Li. 2025b. OneRec-V2 Technical Report. CoRR Vabs\/2508.20900 (2025)."},{"key":"e_1_3_2_1_43_1","unstructured":"Guorui Zhou Shiyao Wang Shucheng Li Jiaxing Song Yujie Lu Weijieying Ren Hao Liu Bo Chen Mingzhou Zhou Yu Wang Yiyan Zhang Tianshu Wu Jinze Bai Xiang Li Xiangyu Zhao Xiuqiang He Zhenhua Dong Jieming Zhu Ruiming Tang Rui Zhang Xi Xiao Jun Xu Zhengyan Zhang Xuemin Zhao Shuo Li Zhiyuan Zhang Ji-Rong Wen Weinan Zhang Tingting Zhang Jun Wang Xinxuan Chen Xin Zhao Lin Liu Yifan Liu Ruihua Song Jian-Yun Nie Hongning Wang Dawei Yin Hengshu Zhu Hui Xiong Depeng Jin Yong Li Wenwu Ou Jian Pei Bin Cui and Ping Li. 2025c. OpenOneRec Technical Report. arXiv preprint arXiv:2512.24762 (2025)."},{"key":"e_1_3_2_1_44_1","first-page":"969","article-title":"CoST: Contrastive Quantization based Semantic Tokenization for Generative Recommendation","author":"Zhu Jieming","year":"2024","unstructured":"Jieming Zhu, Mengqun Jin, Qijiong Liu, Zexuan Qiu, Zhenhua Dong, and Xiu Li. 2024. 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