Guorui Zhou

38 papers at tracked venues · 25 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

ACL ×9 CIKM ×7 WSDM ×5 AAAI ×4 SIGIR ×4 WWW ×4 SIGKDD ×3 ICLR ×1 IJCAI ×1

Frequent coauthors

Kun Gai

×17

Zhaojie Liu

×8

Ruiming Tang

×8

Jiangxia Cao

×7

Qiang Luo

×7

Shiyao Wang

×7

Kuo Cai

×6

Tingting Gao

×5

Rui Huang

×5

Wuchao Li

×5

Xiangyu Wu

×4

Han Li

×4

Papers

Beyond Tokens: Dynamic Latent Reasoning via Semantic Residual Refinement
AAAI 2026 ·
Fangrui Lv
,
Lei Wang
,
Ruixin Hong
,
Yong Du
,
Xiangyu Wu
,
Tingting Gao
, Guorui Zhou,
Changshui Zhang
CE-GPPO: Coordinating Entropy via Gradient-Preserving Clipping Policy Optimization in Reinforcement Learning
ACL 2026 ·
Zhenpeng Su
,
Leiyu Pan
,
Minxuan Lv
,
Yuntao Li
,
Wenping Hu
,
Fuzheng Zhang
,
Kun Gai
, Guorui Zhou
ChorusCVR: Chorus Supervision for Entire Space Post-Click Conversion Rate Modeling
WSDM 2026 ·
Wei Cheng
,
Yucheng Lu
,
Boyang Xia
,
Jiangxia Cao
,
Kuan Xu
,
Mingxing Wen
,
Wei Jiang
,
Jiaming Zhang
,
Zhaojie Liu
,
Liyin Hong
,
Kun Gai
, Guorui Zhou
Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding
ACL 2026 ·
Da Li
,
Yuxiao Luo
,
Keping Bi
,
Jiafeng Guo
,
Wei Yuan
,
Biao Yang
,
Yan Wang
,
Fan Yang
,
Tingting Gao
, Guorui Zhou
DPWriter: Reinforcement Learning with Diverse Planning Branching for Creative Writing
ACL 2026 ·
Qian Cao
,
Yahui Liu
,
Wei Bi
,
Yi Zhao
,
Ruihua Song
,
Xiting Wang
,
Ruiming Tang
, Guorui Zhou,
Han Li
DeepSynth-Eval: Objectively Evaluating Information Consolidation in Deep Survey Writing
ACL 2026 ·
Hongzhi Zhang
,
Yuanze Hu
,
Tinghai Zhang
,
Jia Fu
,
Tao Wang
,
Junwei Jing
,
Zhaoxin Fan
,
Wei Bi
,
Ruiming Tang
,
Han Li
, Guorui Zhou,
Kun Gai
DiffGRM: Diffusion-based Generative Recommendation Model
WWW 2026 ·
Zhao Liu
,
Yichen Zhu
,
Yiqing Yang
,
Xiao Lv
,
Guoping Tang
,
Rui Huang
,
Qiang Luo
,
Ruiming Tang
, Guorui Zhou
Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning
ACL 2026 ·
Zhenpeng Su
,
Leiyu Pan
,
Minxuan Lv
,
Tiehua Mei
,
Zijia Lin
,
Yuntao Li
,
Wenping Hu
,
Ruiming Tang
,
Kun Gai
, Guorui Zhou
Foresight Prediction Enhanced Live-Streaming Recommendation
WSDM 2026 ·
Jiangxia Cao
,
Ruochen Yang
,
Xiang Chen
,
Changxin Lao
,
Yueyang Liu
,
Yusheng Huang
,
Yuanhao Tian
,
Xiangyu Wu
,
Shuang Yang
,
Zhaojie Liu
, Guorui Zhou
GRank: Towards Target-Aware and Streamlined Industrial Retrieval with a Generate-Rank Framework
WWW 2026 ·
Yijia Sun
,
Shanshan Huang
,
Zhiyuan Guan
,
Qiang Luo
,
Ruiming Tang
,
Kun Gai
, Guorui Zhou
LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
AAAI 2026 ·
Hao Jiang
,
Guoquan Wang
,
Donglin Zhou
,
Sheng Yu
,
Yang Zeng
,
Wencong Zeng
,
Kun Gai
, Guorui Zhou
OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service
WSDM 2026 ·
Zhipeng Wei
,
Kuo Cai
,
Junda She
,
Jie Chen
,
Minghao Chen
,
Yang Zeng
,
Qiang Luo
,
Wencong Zeng
,
Ruiming Tang
,
Kun Gai
, Guorui Zhou
OneRec-Think: In-Text Reasoning for Generative Recommendation
ACL 2026 ·
Zhanyu Liu
,
Shiyao Wang
,
Xingmei Wang
,
Rongzhou Zhang
,
Jiaxin Deng
,
Honghui Bao
,
Jinghao Zhang
,
Wuchao Li
,
Penggei Zheng
,
Xiangyu Wu
,
Yifei Hu
,
Qigen Hu
,
Xinchen Luo
,
Lejian Ren
,
Zixing Zhang
,
Qianqian Wang
,
Kuo Cai
,
Yunfan Wu
,
Hongtao Cheng
,
Zexuan Cheng
,
Lu Ren
,
Huanjie Wang
,
Yi Su
,
Ruiming Tang
,
Kun Gai
, Guorui Zhou
PushGen: Push Notifications Generation with LLM
WSDM 2026 ·
Shifu Bie
,
Jiangxia Cao
,
Zixiao Luo
,
Yichuan Zou
,
Lei Liang
,
Lu Zhang
,
Linxun Chen
,
Zhaojie Liu
,
Xuanping Li
, Guorui Zhou,
Kaiqiao Zhan
,
Kun Gai
ReST: A Plug-and-Play Spatially-Constrained Representation Enhancement Framework for Local-Life Recommendation
SIGIR 2026 ·
Hao Jiang
,
Long Zhang
,
Guoquan Wang
,
Sheng Yu
,
Yang Zeng
,
Wencong Zeng
,
Fei Pan
,
Peng Jiang
, Guorui Zhou
TIME: Temporal-Sensitive Multi-Dimensional Instruction Tuning and Robust Benchmarking for Video-LLMs
AAAI 2026 ·
Yunxiao Wang
,
Meng Liu
,
Wenqi Liu
,
Xuemeng Song
,
Bin Wen
,
Fan Yang
,
Tingting Gao
,
Di Zhang
, Guorui Zhou,
Liqiang Nie
Tool-Star: Empowering Multi-Tool Collaborative Web Agent via Reinforcement Learning
SIGIR 2026 ·
Guanting Dong
,
Yifei Chen
,
Xiaoxi Li
,
Jiajie Jin
,
Hongjin Qian
,
Yutao Zhu
,
Hangyu Mao
, Guorui Zhou,
Zhicheng Dou
,
Ji-Rong Wen
Toward Generalized Web Agent Training: A Deep Dive into Entropy-Balanced Reinforcement Learning
WWW 2026 ·
Guanting Dong
,
Licheng Bao
,
Zhongyuan Wang
,
Kangzhi Zhao
,
Xiaoxi Li
,
Jiajie Jin
,
Jinghan Yang
,
Hangyu Mao
,
Fuzheng Zhang
,
Kun Gai
, Guorui Zhou,
Yutao Zhu
,
Ji-Rong Wen
,
Zhicheng Dou
Unleashing the Native Recommendation Potential: LLM-Based Generative Recommendation via Structured Term Identifiers
ACL 2026 ·
Zhiyang Zhang
,
Junda She
,
Kuo Cai
,
Bo Chen
,
Shiyao Wang
,
Xinchen Luo
,
Qiang Luo
,
Ruiming Tang
,
Han Li
,
Kun Gai
, Guorui Zhou
Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning
ACL 2026 ·
Can Xie
,
Ruotong Pan
,
Xiangyu Wu
,
Yunfei Zhang
,
Jiayi Fu
,
Tingting Gao
, Guorui Zhou
Why Can Distillation Work with Limited Resources? A Systematic Study
ACL 2026 ·
Xiao Hu
,
Xingyu Lu
,
Liyuan Mao
,
Yifan Zhang
,
Tianke Zhang
,
Bin Wen
,
Fan Yang
,
Tingting Gao
, Guorui Zhou
DimeRec: A Unified Framework for Enhanced Sequential Recommendation via Generative Diffusion Models
WSDM 2025 ·
Wuchao Li
,
Rui Huang
,
Haijun Zhao
,
Chi Liu
,
Kai Zheng
,
Qi Liu
,
Na Mou
, Guorui Zhou,
Defu Lian
,
Yang Song
,
Wentian Bao
,
Enyun Yu
,
Wenwu Ou
FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation
SIGIR 2025 ·
Guoquan Wang
,
Qiang Luo
,
Weisong Hu
,
Pengfei Yao
,
Wencong Zeng
, Guorui Zhou,
Kun Gai
HoME: Hierarchy of Multi-Gate Experts for Multi-Task Learning at Kuaishou
SIGKDD 2025 ·
Xu Wang
,
Jiangxia Cao
,
Zhiyi Fu
,
Kun Gai
, Guorui Zhou
MARM: Unlocking the Recommendation Cache Scaling-Law through Memory Augmentation and Scalable Complexity
CIKM 2025 ·
Xiao Lv
,
Jiangxia Cao
,
Shijie Guan
,
Xiaoyou Zhou
,
Zhiguang Qi
,
Yaqiang Zang
,
Ben Wang
, Guorui Zhou
MISS: Multi-Modal Tree Indexing and Searching with Lifelong Sequential Behavior for Retrieval Recommendation
CIKM 2025 ·
Chengcheng Guo
,
Junda She
,
Kuo Cai
,
Shiyao Wang
,
Qigen Hu
,
Qiang Luo
, Guorui Zhou,
Kun Gai
MPFormer: Adaptive Framework for Industrial Multi-Task Personalized Sequential Retriever
CIKM 2025 ·
Yijia Sun
,
Shanshan Huang
,
Linxiao Che
,
Haitao Lu
,
Qiang Luo
,
Kun Gai
, Guorui Zhou
Multifaceted User Modeling in Recommendation: A Federated Foundation Models Approach
AAAI 2025 ·
Chunxu Zhang
,
Guodong Long
,
Hongkuan Guo
,
Zhaojie Liu
, Guorui Zhou,
Zijian Zhang
,
Yang Liu
,
Bo Yang
Pantheon: Personalized Multi-objective Ensemble Sort via Iterative Pareto Policy Optimization
CIKM 2025 ·
Jiangxia Cao
,
Pengbo Xu
,
Yin Cheng
,
Kaiwei Guo
,
Jian Tang
,
Shijun Wang
,
Dewei Leng
,
Shuang Yang
,
Zhaojie Liu
,
Yanan Niu
, Guorui Zhou,
Kun Gai
QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou
CIKM 2025 ·
Xinchen Luo
,
Jiangxia Cao
,
Tianyu Sun
,
Jinkai Yu
,
Rui Huang
,
Wei Yuan
,
Hezheng Lin
,
Yichen Zheng
,
Shiyao Wang
,
Qigen Hu
,
Changqing Qiu
,
Jiaqi Zhang
,
Xu Zhang
,
Zhiheng Yan
,
Jingming Zhang
,
Simin Zhang
,
Mingxing Wen
,
Zhaojie Liu
, Guorui Zhou
RecFlow: An Industrial Full Flow Recommendation Dataset
ICLR 2025 ·
Qi Liu
,
Kai Zheng
,
Rui Huang
,
Wuchao Li
,
Kuo Cai
,
Yuan Chai
,
Yanan Niu
,
Yiqun Hui
,
Bing Han
,
Na Mou
,
Hongning Wang
,
Wentian Bao
,
Yunen Yu
, Guorui Zhou,
Han Li
,
Yang Song
,
Defu Lian
,
Kun Gai
Short Video Segment-level User Dynamic Interests Modeling in Personalized Recommendation
SIGIR 2025 ·
Zhiyu He
,
Zhixin Ling
,
Jiayu Li
,
Zhiqiang Guo
,
Weizhi Ma
,
Xinchen Luo
,
Min Zhang
, Guorui Zhou
Taming Ultra-Long Behavior Sequence in Session-wise Generative Recommendation
CIKM 2025 ·
Wuchao Li
,
Shiyao Wang
,
Kuo Cai
,
Jiaxin Deng
,
Xingmei Wang
,
Qigen Hu
,
Defu Lian
, Guorui Zhou
Transformers are Good Clusterers for Lifelong User Behavior Sequence Modeling
CIKM 2025 ·
Xingmei Wang
,
Shiyao Wang
,
Wuchao Li
,
Jiaxin Deng
,
Song Lu
,
Defu Lian
, Guorui Zhou
Contextual Distillation Model for Diversified Recommendation
SIGKDD 2024 ·
Fan Li
,
Xu Si
,
Shisong Tang
,
Dingmin Wang
,
Kunyan Han
,
Bing Han
, Guorui Zhou,
Yang Song
,
Hechang Chen
De-Anchor: Mitigating Attention Polarization for Lifelong User Behavior Modeling in Click-Through Rate Prediction
WWW 2024 ·
Hongzun Liu
,
Kang Yin
,
Tianyu Sun
,
Rui Huang
,
Yunsong Li
,
Xiao Fang
,
Zhaojie Liu
,
Weidong Liu
, Guorui Zhou
Federated Adaptation for Foundation Model-based Recommendations
IJCAI 2024 ·
Chunxu Zhang
,
Guodong Long
,
Hongkuan Guo
,
Xiao Fang
,
Yang Song
,
Zhaojie Liu
, Guorui Zhou,
Zijian Zhang
,
Yang Liu
,
Bo Yang
MMBee: Live Streaming Gift-Sending Recommendations via Multi-Modal Fusion and Behaviour Expansion
SIGKDD 2024 ·
Jiaxin Deng
,
Shiyao Wang
,
Yuchen Wang
,
Jiansong Qi
,
Liqin Zhao
, Guorui Zhou,
Gaofeng Meng