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Zhou, Sheng

  1. Urgency of Information for Context-Aware Timely Status Updates in Remote Control Systems
    2020/02/19 by Xi Zheng, Zheng, Xi, Sheng Zhou +3 · 8 citations
    Computer Science · Engineering · Medicine · #Age of Information Optimization #IoT Networks and Protocols #Congenital Heart Disease Studies
  2. Joint Device Scheduling and Resource Allocation for Latency Constrained Wireless Federated Learning
    2020/07/14 by Shi, Wenqi, Zhou, Sheng, Niu, Zhisheng +2 · 7 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Signal Processing (eess.SP) #electronic engineering #information engineering
  3. A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions
    2022/06/15 by Sheng Zhou, Zhou, Sheng, Hongjia Xu +17 · 7 citations
    Computer Science · #Text and Document Classification Technologies #Domain Adaptation and Few-Shot Learning #Speech Recognition and Synthesis
  4. EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering
    2025/02/11 by Sheng Zhou, Junbin Xiao, Zhou, Sheng +15 · 18 citations
    Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Advanced Image and Video Retrieval Techniques
  5. Macro Graph Neural Networks for Online Billion-Scale Recommender Systems
    2024/01/26 by Chen, Hao, Bei, Yuanchen, Shen, Qijie +6 · 7 citations
    #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  6. Multi-user Co-inference with Batch Processing Capable Edge Server
    2022/06/03 by Wenqi Shi, Shi, Wenqi, Sheng Zhou +7 · 5 citations
    Computer Science · #Age of Information Optimization #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  7. DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models
    2024/06/17 by Xia, Renqiu, Mao, Song, Yan, Xiangchao +19 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  8. MolecularGPT: Open Large Language Model (LLM) for Few-Shot Molecular Property Prediction
    2024/06/18 by Yuyan Liu, Sirui Ding, Liu, Yuyan +7 · 7 citations
    Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational Drug Discovery Methods #Computational Engineering #FOS: Biological sciences #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Machine Learning in Materials Science #Quantitative Methods (q-bio.QM) #and Science (cs.CE)
  9. NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise
    2024/06/06 by Wang, Zhonghao, Sun, Danyu, Zhou, Sheng +4 · 6 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
  10. Popularity Bias Is Not Always Evil: Disentangling Benign and Harmful Bias for Recommendation
    2021/09/16 by Zihao Zhao, Jiawei Chen, Zhao, Zihao +11 · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Graph Neural Networks #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques
  11. Dynamic Scheduling for Over-the-Air Federated Edge Learning with Energy Constraints
    2021/05/31 by Yuxuan Sun, Sheng Zhou, Sun, Yuxuan +5 · 4 citations
    Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  12. LLM4DSR: Leveraging Large Language Model for Denoising Sequential Recommendation
    2024/08/15 by Wang, Bohao, Liu, Feng, Zhang, Changwang +8 · 6 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  13. Rethinking Propagation for Unsupervised Graph Domain Adaptation
    2024/02/08 by Liu, Meihan, Fang, Zeyu, Zhang, Zhen +4 · 5 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  14. Status from a Random Field: How Densely Should One Update?
    2019/01/16 by Zhiyuan Jiang, Jiang, Zhiyuan, Sheng Zhou +1 · 2 citations
    Computer Science · Physics and Astronomy · #Age of Information Optimization #Distributed Sensor Networks and Detection Algorithms #Atomic and Subatomic Physics Research
  15. Adaptive Learning-Based Task Offloading for Vehicular Edge Computing Systems
    2019/01/16 by Sun, Yuxuan, Guo, Xueying, Song, Jinhui +4 · 2 citations
    #FOS: Computer and information sciences #Information Theory (cs.IT)
  16. Closed-Form Analysis of Non-Linear Age-of-Information in Status Updates with an Energy Harvesting Transmitter
    2019/06/01 by Xi Zheng, Sheng Zhou, Zheng, Xi +5 · 2 citations
    Computer Science · Engineering · Medicine · #Age of Information Optimization #Congenital Heart Disease Studies #FOS: Computer and information sciences #Information Theory (cs.IT) #IoT Networks and Protocols #Networking and Internet Architecture (cs.NI)
  17. Closed-Form Whittle's Index-Enabled Random Access for Timely Status Update
    2019/10/29 by Sun, Jingzhou, Jiang, Zhiyuan, Krishnamachari, Bhaskar +2 · 2 citations
    #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI)
  18. Device Scheduling with Fast Convergence for Wireless Federated Learning
    2019/11/03 by Wenqi Shi, Sheng Zhou, Shi, Wenqi +3 · 2 citations
    Computer Science · #Age of Information Optimization #Cryptography and Data Security #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Privacy-Preserving Technologies in Data
  19. Cold-Start Recommendation towards the Era of Large Language Models (LLMs): A Comprehensive Survey and Roadmap
    2025/01/03 by Wei Zhang, Zhang, Weizhi, Yuanchen Bei +32 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Topic Modeling
  20. DiffCP: Ultra-Low Bit Collaborative Perception via Diffusion Model
    2024/09/29 by Ruiqing Mao, Mao, Ruiqing, Haotian Wu +13 · 5 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Neural Networks and Applications
  21. Distilling Holistic Knowledge with Graph Neural Networks
    2021/08/12 by Zhou, Sheng, Wang, Yucheng, Chen, Defang +4 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  22. Distributionally Robust Graph-based Recommendation System
    2024/02/20 by Bohao Wang, Jiawei Chen, Wang, Bohao +15 · 3 citations
    Computer Science · #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques
  23. OpenGSL: A Comprehensive Benchmark for Graph Structure Learning
    2023/06/17 by Zhou, Zhiyao, Zhou, Sheng, Mao, Bochao +7 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
  24. CDR: Conservative Doubly Robust Learning for Debiased Recommendation
    2023/08/13 by ZiJie Song, Song, ZiJie, Jiawei Chen +11 · 2 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Face and Expression Recognition #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning and ELM
  25. Modeling Spatiotemporal Periodicity and Collaborative Signal for Local-Life Service Recommendation
    2023/09/22 by Chi, Huixuan, Xu, Hao, Liu, Mengya +4 · 2 citations
    #FOS: Computer and information sciences #Information Retrieval (cs.IR)
  26. EMM: Energy-Aware Mobility Management for Mobile Edge Computing in Ultra Dense Networks
    2017/09/08 by Sun, Yuxuan, Zhou, Sheng, Xu, Jie · 1 citation
    #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI)
  27. Can Decentralized Status Update Achieve Universally Near-Optimal Age-of-Information in Wireless Multiaccess Channels?
    2018/03/22 by Zhiyuan Jiang, Jiang, Zhiyuan, Bhaskar Krishnamachari +5 · 1 citation
    Computer Science · Medicine · Physics and Astronomy · #Age of Information Optimization #Atomic and Subatomic Physics Research #Congenital Heart Disease Studies #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI)
  28. Exploiting Wireless Channel State Information Structures Beyond Linear Correlations: A Deep Learning Approach
    2018/12/03 by Zhiyuan Jiang, Jiang, Zhiyuan, Sheng Chen +9 · 1 citation
    Computer Science · Engineering · #Advanced MIMO Systems Optimization #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Millimeter-Wave Propagation and Modeling #Wireless Signal Modulation Classification
  29. A Unified Sampling and Scheduling Approach for Status Update in Multiaccess Wireless Networks
    2018/12/13 by Zhiyuan Jiang, Jiang, Zhiyuan, Sheng Zhou +5 · 1 citation
    Computer Science · Medicine · Physics and Astronomy · #Age of Information Optimization #Atomic and Subatomic Physics Research #Congenital Heart Disease Studies #FOS: Computer and information sciences #Information Theory (cs.IT)
  30. OThink-R1: Intrinsic Fast/Slow Thinking Mode Switching for Over-Reasoning Mitigation
    2025/06/03 by Shengjia Zhang, Zhang, Shengjia, Junjie Wu +16 · 8 citations
    Computer Science · Neuroscience · #Formal Methods in Verification #Advanced Software Engineering Methodologies #EEG and Brain-Computer Interfaces
  31. Channel Fingerprint Based Beam Tracking for Millimeter Wave Communications
    2019/12/25 by Ruichen Deng, Deng, Ruichen, Sheng Chen +7 · 1 citation
    Engineering · #Advanced MIMO Systems Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Microwave Engineering and Waveguides #Millimeter-Wave Propagation and Modeling #Signal Processing (eess.SP) #electronic engineering #information engineering
  32. Fast Adaptively Weighted Matrix Factorization for Recommendation with Implicit Feedback
    2020/03/04 by Chen, Jiawei, Wang, Can, Zhou, Sheng +4 · 1 citation
    #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  33. PSL: Rethinking and Improving Softmax Loss from Pairwise Perspective for Recommendation
    2024/10/31 by W.-C.V. Yang, Jiawei Chen, Yang, Weiqin +13 · 3 citations
    Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
  34. C-MASS: Combinatorial Mobility-Aware Sensor Scheduling for Collaborative Perception with Second-Order Topology Approximation
    2024/06/29 by Yukuan Jia, Yuxuan Sun, Jia, Yukuan +9 · 2 citations
    Computer Science · Engineering · #Context-Aware Activity Recognition Systems #Energy Efficient Wireless Sensor Networks #FOS: Computer and information sciences #Information Theory (cs.IT) #Multiagent Systems (cs.MA) #Networking and Internet Architecture (cs.NI) #Robotics (cs.RO) #Robotics and Automated Systems
  35. Improving Device-Edge Cooperative Inference of Deep Learning via 2-Step Pruning
    2019/03/08 by Shi, Wenqi, Hou, Yunzhong, Zhou, Sheng +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
  36. Semi-Supervised Hypothesis Transfer for Source-Free Domain Adaptation
    2021/07/14 by Ma, Ning, Bu, Jiajun, Lu, Lixian +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  37. SAM-SP: Self-Prompting Makes SAM Great Again
    2024/08/22 by Chunpeng Zhou, Kangjie Ning, Zhou, Chunpeng +9 · 2 citations
    Health Professions · Medicine · #Quality and Safety in Healthcare #Healthcare Technology and Patient Monitoring
  38. MP-GUI: Modality Perception with MLLMs for GUI Understanding
    2025/03/18 by Wang, Ziwei, Chen, Weizhi, Yang, Leyang +7 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
  39. MEET: Mobility-Enhanced Edge inTelligence for Smart and Green 6G Networks
    2022/10/27 by Yuxuan Sun, Sun, Yuxuan, Bowen Xie +5 · 1 citation
    Computer Science · Engineering · #Age of Information Optimization #Energy Harvesting in Wireless Networks #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
  40. MASS: Mobility-Aware Sensor Scheduling of Cooperative Perception for Connected Automated Driving
    2023/02/25 by Jia, Yukuan, Mao, Ruiqing, Sun, Yuxuan +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Robotics (cs.RO)
  41. Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback
    2025/07/28 by Chen, Yang, Shen, Yufan, Huang, Wenxuan +7 · 9 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  42. Mobility Accelerates Learning: Convergence Analysis on Hierarchical Federated Learning in Vehicular Networks
    2024/01/18 by Tan Chen, Jintao Yan, Chen, Tan +9 · 2 citations
    Computer Science · Engineering · #Privacy-Preserving Technologies in Data #Vehicular Ad Hoc Networks (VANETs)
  43. SMDP-Based Dynamic Batching for Efficient Inference on GPU-Based Platforms
    2023/01/30 by Yaodan Xu, Xu, Yaodan, Jingzhou Sun +5 · 1 citation
    Computer Science · #Age of Information Optimization #Cloud Computing and Resource Management #FOS: Computer and information sciences #FOS: Electrical engineering #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
  44. CPDG: A Contrastive Pre-Training Method for Dynamic Graph Neural Networks
    2023/07/06 by Yuanchen Bei, Bei, Yuanchen, Hao Xu +12 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Recommender Systems and Techniques #Social and Information Networks (cs.SI)
  45. RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark
    2025/09/29 by Shi, Yang, Dong, Yuhao, Ding, Yue +23 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  46. Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities
    2025/06/22 by Bei, Yuanchen, Zhang, Weizhi, Wang, Siwen +10 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  47. Exploiting Symmetric Temporally Sparse BPTT for Efficient RNN Training
    2023/12/14 by Chen, Xi, Gao, Chang, Wang, Zuowen +4 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
  48. Scene-Text Grounding for Text-Based Video Question Answering
    2024/09/22 by Sheng Zhou, Junbin Xiao, Zhou, Sheng +13 · 2 citations
    Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Video Analysis and Summarization
  49. Reinforcement Neighborhood Selection for Unsupervised Graph Anomaly Detection
    2023/12/09 by Yuanchen Bei, Bei, Yuanchen, Sheng Zhou +11 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG)
  50. A Survey on Graph Condensation
    2024/02/03 by Xu, Hongjia, Zhang, Liangliang, Ma, Yao +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  51. Making Classic GNNs Strong Baselines Across Varying Homophily: A Smoothness-Generalization Perspective
    2024/12/13 by Gu, Ming, Zheng, Zhuonan, Zhou, Sheng +5 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
  52. Revisiting the Message Passing in Heterophilous Graph Neural Networks
    2024/05/28 by Zhuonan Zheng, Yuanchen Bei, Zheng, Zhuonan +15 · 1 citation
    Computer Science · Engineering · #Neural Networks and Applications #Advanced Graph Neural Networks #Advanced Memory and Neural Computing
  53. Revisiting, Benchmarking and Understanding Unsupervised Graph Domain Adaptation
    2024/07/09 by Meihan Liu, Zhen Zhang, Liu, Meihan +9 · 2 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning and Data Classification #Online Learning and Analytics
  54. Dynamic Graph Transformer with Correlated Spatial-Temporal Positional Encoding
    2024/07/24 by Wang, Zhe, Zhou, Sheng, Chen, Jiawei +5 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  55. FocusedAD: Character-centric Movie Audio Description
    2025/04/16 by Xiaojun Ye, Chun Wang, Ye, Xiaojun +7 · 2 citations
    Arts and Humanities · Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.10 #Multimodal Machine Learning Applications #Subtitles and Audiovisual Media #Video Analysis and Summarization
  56. GC-Bench: An Open and Unified Benchmark for Graph Condensation
    2024/06/30 by Sun, Qingyun, Chen, Ziying, Yang, Beining +6 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  57. GUI-Robust: A Comprehensive Dataset for Testing GUI Agent Robustness in Real-World Anomalies
    2025/06/17 by Yang, Jingqi, Song, Zhilong, Chen, Jiawei +6 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  58. A Comprehensive Study of Structural Pruning for Vision Models
    2024/06/18 by Li, Changhao, Li, Haoling, Xue, Mengqi +6 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  59. AoI-Delay Tradeoff in Mobile Edge Caching with Freshness-Aware Content Refreshing
    2020/02/14 by Shan Zhang, Zhang, Shan, Liudi Wang +7 · 1 citation
    Computer Science · Engineering · #Age of Information Optimization #Caching and Content Delivery #IoT Networks and Protocols
  60. Dynamic Scheduling for Vehicle-to-Vehicle Communications Enhanced Federated Learning
    2024/06/25 by Jintao Yan, Tan Chen, Yan, Jintao +9 · 1 citation
    Computer Science · Engineering · #Advanced MIMO Systems Optimization #Age of Information Optimization #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  61. Homophily-enhanced Structure Learning for Graph Clustering
    2023/08/10 by Ming Gu, Gaoming Yang, Gu, Ming +13 · 1 citation
    Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Recommender Systems and Techniques