PPaperPicks

Sheng Zhou

Zhejiang University, Ningbo Research Institute, School of Software Technology, China

32 papers at tracked venues · 26 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-3645-1041 ↗Homepage ↗

Venues

WWW ×7NeurIPS ×6AAAI ×4IJCAI ×2SIGKDD ×2WSDM ×2ACL ×1ACM MM ×1CHI ×1CIKM ×1CVPR ×1ICDE ×1ICML ×1ISSTA ×1SIGIR ×1

Frequent coauthors

Jiajun Bu
×14
Jiawei Chen
×13
Can Wang
×10
Chun Chen
×8
Yan Feng
×7
Ziwei Wang
×6
Yong Li
×6
Leyang Yang
×5
Xiaoxuan Tang
×5
Wei Jiang
×5
Yuanchen Bei
×5
Ming Gu
×5

Papers

  1. GUI-Robust: A Comprehensive Dataset for Testing GUI Agent Robustness in Real-World Anomalies
    SIGKDD 2026 ·
    Jingqi Yang
    ,
    Zhilong Song
    ,
    Jiawei Chen
    ,
    Mingli Song
    , Sheng Zhou,
    Linjun Sun
    ,
    Xiaogang Ouyang
    ,
    Chun Chen
    ,
    Can Wang
  2. History-Aware Reasoning for GUI Agents
    AAAI 2026 ·
    Ziwei Wang
    ,
    Leyang Yang
    ,
    Xiaoxuan Tang
    , Sheng Zhou,
    Dajun Chen
    ,
    Wei Jiang
    ,
    Yong Li
  3. ProBench: Benchmarking GUI Agents with Accurate Process Information
    AAAI 2026 ·
    Leyang Yang
    ,
    Ziwei Wang
    ,
    Xiaoxuan Tang
    , Sheng Zhou,
    Dajun Chen
    ,
    Wei Jiang
    ,
    Yong Li
  4. TopKGAT: A Top-K Objective-Driven Architecture for Recommendation
    WWW 2026 ·
    Sirui Chen
    ,
    Jiawei Chen
    ,
    Canghong Jin
    , Sheng Zhou,
    Jingbang Chen
    ,
    Wujie Sun
    ,
    Can Wang
  5. Towards Scalable Lightweight GUI Agents via Multi-role Orchestration
    ACL 2026 ·
    Ziwei Wang
    ,
    Junjie Zheng
    ,
    Leyang Yang
    , Sheng Zhou,
    Xiaoxuan Tang
    ,
    Zhouhua Fang
    ,
    Zhiwei Liu
    ,
    Dajun Chen
    ,
    Yong Li
    ,
    Jiajun Bu
  6. Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based Solution
    AAAI 2025 ·
    Shengjia Zhang
    ,
    Jiawei Chen
    ,
    Changdong Li
    , Sheng Zhou,
    Qihao Shi
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  7. Correlation-Aware Graph Convolutional Networks for Multi-Label Node Classification
    SIGKDD 2025 ·
    Yuanchen Bei
    ,
    Weizhi Chen
    ,
    Hao Chen
    , Sheng Zhou,
    Carl Ji Yang
    ,
    Jiapei Fan
    ,
    Longtao Huang
    ,
    Jiajun Bu
  8. Divide and Conquer: Coordinating Multiplex Mixture of Graph Learners to Handle Multi-Omics Analysis
    IJCAI 2025 ·
    Zhihao Wu
    ,
    Jielong Lu
    ,
    Jiajun Yu
    , Sheng Zhou,
    Yueyang Pi
    ,
    Haishuai Wang
  9. Dynamic Graph Transformer with Correlated Spatial-Temporal Positional Encoding
    WSDM 2025 ·
    Zhe Wang
    , Sheng Zhou,
    Jiawei Chen
    ,
    Zhen Zhang
    ,
    Binbin Hu
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  10. EcomMIR: Towards Intelligent Multimodal Intent Recognition in E-Commerce Dialogue Systems
    WWW 2025 ·
    Tianhong Gao
    ,
    Genhang Shen
    ,
    Yuxuan Wu
    ,
    Zunlei Feng
    ,
    Jinshan Zhang
    , Sheng Zhou
  11. How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective
    WSDM 2025 ·
    Siyi Lin
    ,
    Chongming Gao
    ,
    Jiawei Chen
    , Sheng Zhou,
    Binbin Hu
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  12. Learning from Graph: Mitigating Label Noise on Graph through Topological Feature Reconstruction
    CIKM 2025 ·
    Zhonghao Wang
    ,
    Yuanchen Bei
    , Sheng Zhou,
    Zhiyao Zhou
    ,
    Jiapei Fan
    ,
    Hui Xue
    ,
    Haishuai Wang
    ,
    Jiajun Bu
  13. M4Bench: A Benchmark of Multi-domain Multi-granularity Multi-image Understanding for Multi-modal Large Language Models
    IJCAI 2025 ·
    Xiaojun Ye
    ,
    Guanbao Liang
    ,
    Chun Wang
    ,
    Liangcheng Li
    ,
    Pengfei Ke
    ,
    Rui Wang
    ,
    Bingxin Jia
    ,
    Gang Huang
    ,
    Qiao Sun
    , Sheng Zhou
  14. MP-GUI: Modality Perception with MLLMs for GUI Understanding
    CVPR 2025 ·
    Ziwei Wang
    ,
    Weizhi Chen
    ,
    Leyang Yang
    , Sheng Zhou,
    Shengchu Zhao
    ,
    Hanbei Zhan
    ,
    Jiongchao Jin
    ,
    Liangcheng Li
    ,
    Zirui Shao
    ,
    Jiajun Bu
  15. Making Classic GNNs Strong Baselines Across Varying Homophily: A Smoothness-Generalization Perspective
    NeurIPS 2025 ·
    Ming Gu
    ,
    Zhuonan Zheng
    , Sheng Zhou,
    Meihan Liu
    ,
    Jiawei Chen
    ,
    Qiaoyu Tan
    ,
    Liangcheng Li
    ,
    Jiajun Bu
  16. PG-Agent: An Agent Powered by Page Graph
    ACM MM 2025 ·
    Weizhi Chen
    ,
    Ziwei Wang
    ,
    Leyang Yang
    , Sheng Zhou,
    Xiaoxuan Tang
    ,
    Jiajun Bu
    ,
    Yong Li
    ,
    Wei Jiang
  17. Rankformer: A Graph Transformer for Recommendation based on Ranking Objective
    WWW 2025 ·
    Sirui Chen
    ,
    Shen Han
    ,
    Jiawei Chen
    ,
    Binbin Hu
    , Sheng Zhou,
    Gang Wang
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  18. TableNarrator: Making Image Tables Accessible to Blind and Low Vision People
    CHI 2025 ·
    Ye Mo
    ,
    Gang Huang
    ,
    Liangcheng Li
    ,
    Dazhen Deng
    ,
    Zhi Yu
    ,
    Yilun Xu
    ,
    Kai Ye
    , Sheng Zhou,
    Jiajun Bu
  19. TestFlow: Advancing Mobile UI Testing through Multi-Step Reinforcement Learning
    ISSTA 2025 ·
    Xiaoxuan Tang
    ,
    Xinfang Chen
    ,
    Dajun Chen
    , Sheng Zhou,
    Wei Jiang
    ,
    Yong Li
  20. Towards a Unified Framework of Clustering-based Anomaly Detection
    ICML 2025 ·
    Zeyu Fang
    ,
    Ming Gu
    , Sheng Zhou,
    Jiawei Chen
    ,
    Qiaoyu Tan
    ,
    Haishuai Wang
    ,
    Jiajun Bu
  21. Towards an Inclusive Mobile Web: A Dataset and Framework for Focusability in UI Accessibility
    WWW 2025 ·
    Ming Gu
    ,
    Lei Pei
    , Sheng Zhou,
    Ming Shen
    ,
    Yuxuan Wu
    ,
    Zirui Gao
    ,
    Ziwei Wang
    ,
    Shuo Shan
    ,
    Wei Jiang
    ,
    Yong Li
    ,
    Jiajun Bu
  22. Uncertainty-Aware Graph Structure Learning
    WWW 2025 ·
    Shen Han
    ,
    Zhiyao Zhou
    ,
    Jiawei Chen
    ,
    Zhezheng Hao
    , Sheng Zhou,
    Gang Wang
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  23. Understanding and Enhancing Message Passing on Heterophilic Graphs via Compatibility Matrix
    NeurIPS 2025 ·
    Zhuonan Zheng
    ,
    Yuanchen Bei
    ,
    Zhiyao Zhou
    , Sheng Zhou,
    Yao Ma
    ,
    Ming Gu
    ,
    Hongjia Xu
    ,
    Jiawei Chen
    ,
    Jiajun Bu
  24. CPDG: A Contrastive Pre-Training Method for Dynamic Graph Neural Networks
    ICDE 2024 ·
    Yuanchen Bei
    ,
    Hao Xu
    , Sheng Zhou,
    Huixuan Chi
    ,
    Haishuai Wang
    ,
    Mengdi Zhang
    ,
    Zhao Li
    ,
    Jiajun Bu
  25. Distributionally Robust Graph-based Recommendation System
    WWW 2024 ·
    Bohao Wang
    ,
    Jiawei Chen
    ,
    Changdong Li
    , Sheng Zhou,
    Qihao Shi
    ,
    Yang Gao
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  26. GC-Bench: An Open and Unified Benchmark for Graph Condensation
    NeurIPS 2024 ·
    Qingyun Sun
    ,
    Ziying Chen
    ,
    Beining Yang
    ,
    Cheng Ji
    ,
    Xingcheng Fu
    , Sheng Zhou,
    Hao Peng
    ,
    Jianxin Li
    ,
    Philip S. Yu
  27. Macro Graph Neural Networks for Online Billion-Scale Recommender Systems
    WWW 2024 ·
    Hao Chen
    ,
    Yuanchen Bei
    ,
    Qijie Shen
    ,
    Yue Xu
    , Sheng Zhou,
    Wenbing Huang
    ,
    Feiran Huang
    ,
    Senzhang Wang
    ,
    Xiao Huang
  28. NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise
    NeurIPS 2024 ·
    Zhonghao Wang
    ,
    Danyu Sun
    , Sheng Zhou,
    Haobo Wang
    ,
    Jiapei Fan
    ,
    Longtao Huang
    ,
    Jiajun Bu
  29. PSL: Rethinking and Improving Softmax Loss from Pairwise Perspective for Recommendation
    NeurIPS 2024 ·
    Weiqin Yang
    ,
    Jiawei Chen
    ,
    Xin Xin
    , Sheng Zhou,
    Binbin Hu
    ,
    Yan Feng
    ,
    Chun Chen
    ,
    Can Wang
  30. Rethinking Propagation for Unsupervised Graph Domain Adaptation
    AAAI 2024 ·
    Meihan Liu
    ,
    Zeyu Fang
    ,
    Zhen Zhang
    ,
    Ming Gu
    , Sheng Zhou,
    Xin Wang
    ,
    Jiajun Bu
  31. Revisiting, Benchmarking and Understanding Unsupervised Graph Domain Adaptation
    NeurIPS 2024 ·
    Meihan Liu
    ,
    Zhen Zhang
    ,
    Jiachen Tang
    ,
    Jiajun Bu
    ,
    Bingsheng He
    , Sheng Zhou
  32. SIGformer: Sign-aware Graph Transformer for Recommendation
    SIGIR 2024 ·
    Sirui Chen
    ,
    Jiawei Chen
    , Sheng Zhou,
    Bohao Wang
    ,
    Shen Han
    ,
    Chanfei Su
    ,
    Yuqing Yuan
    ,
    Can Wang