论文成果

聚焦原生安全世界模型、具身智能及其安全、人工智能安全。以NeurIPS/ICML/ICLR/CVPR/ACL/AAAI/TIP (人工智能顶会顶刊)、NDSS/ACM CCS/USenix Security/TIFS/TDSC (网安安顶会顶刊)为代表,发表CCF-A类与中科院一区等顶级论文160余篇。谷歌学术引用超22,000次;ESI高被引6篇、1‰热点3篇;千引论文2篇、百引论文40篇,获92位院士、288位ACM/IEEE Fellow的正面引用;入选"ScholarGPS全球全学科领域前0.05%顶尖学者、Stanford全球影响力前2%顶尖科学家、Research.com全球最佳计算机科学家、Aminer AI 2000全球AI学者排名"等多项国际学术榜单;获IEEE最佳论文奖4次,含:IEEE信号处理协会图像处理汇刊IEEE TIP青年作者最佳论文奖(CCF-A,顶级期刊,IF=13.700)、IEEE计算智能协会计算智能前沿旗舰汇刊IEEE TETCI杰出论文奖(SCI一区,权威期刊,IF=8.380);7篇人工智能领域CCF-A顶会入选Oral论文;授权发明专利14件;获全国"挑战杯"特等奖、湖北省科技进步一等奖等重要奖励10余次;任两本JCR一区期刊(IEEE TNSE和Elsevier AEJ)编委,任CCF-A顶会CVPR、ICML、IJCAI、ACM MM、AAAI和KDD等高级/程序委员13次、NeurIPS等AI领域顶会的分会/领域主席3次,获AAAI"杰出程序委员奖"、IJCAI"服务贡献奖"。获评华为公司MindSpore社区"资深开发者荣誉"、华中科技大学科技新星(仅10人)。作为项目负责人承担国家自科基金、科技部、军科委、海军装备部等国家级及其他科研项目20余项,成果在政府、高企、央企与军工等多家机构实际部署与落地应用。

会议论文(Conference Publications)

2026

  • C1. J. Shen, L. Chen, Pan Zhou* et al. "Augmenting Cross-View Geo-Localization with Spatial Semantics." WWW 2026.
  • C2. C. Li, L. Chen, Pan Zhou et al. "How Human Experts Educate Specialized LLMs via KG-Augmented Generation." WWW 2026.
  • C3. D. Tan, L. Chen, Pan Zhou et al. "Competitive Information Propagation in Partially Observed Dual-Population Mean-Field Games." WWW 2026.
  • C4. Z. Chu et al., Pan Zhou. "Scrub It Out! Erasing Sensitive Memorization in Code LMs via Machine Unlearning." IEEE/ACM ICSE 2026.
  • C5. J. Shi et al., Pan Zhou. "Prompt Injection Attack to Tool Selection in LLM Agents." NDSS 2026.
  • C6. Q. Shen, J. Li, J. Peng, Z. Xu, C. Zhao, Pan Zhou*, W. Liang, X. Jia, S. K. Das, W. Xu. "Keep Fresh Digital Twins in UAV-assisted IoT Networks by Exploiting Data Correlations." IEEE ICDCS 2026.
  • C7. Z. Sheng, G. Tie, W. Wang, Pan Zhou*, D. Liu. "LearnerCoMPASS: Intelligent Tutoring System with Dynamic Cognitive Diagnosis and Multi-Model Path Planning." ACL 2026.
  • C8. X. Zhou, W. Wang, L. Lu, J. Shi, G. Tie, X. Yongtian, L. Chen, Pan Zhou*, N. Z. Gong, L. Sun. "SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator." ACL 2026.
  • C9. Z. Yu, X. Liu, Y. Cheung, Z. Hu, W. Fan, Pan Zhou*. "DRFGD: Disentangled Representation-Focused Generative Defense for Attack-Tolerant Cross-Modal Hashing." AAAI 2026.
  • C10. Y. Li, L. Yang, W. Shen, Pan Zhou*, Y. Wan, W. Lin, D. Chen. "CrowdSelect: Synthetic Instruction Data Selection with Multi-LLM Wisdom." EACL 2026 (Findings).
  • C11. X. Zhou, Y. Xu, G. Tie, Y. Chen, C. Hu, B. Tao, X. Zhao, X. Xiang, Pan Zhou*, L. Sun. "Dismantling the Illusion of Vision-Language-Action Models Competence via Explicit Distributional Shifts." ICML 2026.
  • C12. G. Tie, T. Luo, X. Zhou, C. Hu, Y. He, J. Wu, Y. Yao, Pan Zhou*, L. Sun. "Routing and Reasoned Evaluation with Large Language Models." ICML 2026.

2025

  • C13. Y. Xue et al., Pan Zhou. "RoDeCon-Net: Medical Image Segmentation via Robust Decoupling." ACM MM 2025.
  • C14. L. Lu, Z. He, D. Chu, R. Wang, S. Peng, Pan Zhou. "ConvoyLLM: Dynamic Multi-Lane Convoy Control Using LLMs." IROS 2025.
  • C15. G. Tie et al., Pan Zhou. "Can LLMs Correct Themselves? A Benchmark of Self-Correction." NeurIPS 2025.
  • C16. X. Zhou et al., Pan Zhou. "BadVLA: Towards Backdoor Attacks on Vision-Language-Action Models." NeurIPS 2025.
  • C17. L. Zhang et al., Pan Zhou. "EAP-GP: Mitigating Saturation Effect in Gradient-based Automated Circuit Identifications." NeurIPS 2025.
  • C18. X. Cai, D. Liu, Pan Zhou et al. "Towards Building Model/Prompt-Transferable Attackers against LVLMs." NeurIPS 2025.
  • C19. H. Yan et al., Pan Zhou. "Fit the Distribution: Cross-Image/Prompt Adversarial Attacks on MLLMs." NeurIPS 2025.
  • C20. H. Ma et al., Pan Zhou. "Learning from Few Samples: Novel Approach for High-Quality Malcode Generation." EMNLP 2025.
  • C21. L. Lu, Z. Zuo, Z. Sheng, Pan Zhou. "Merger-as-a-stealer: Stealing Targeted PII from Aligned LLMs with Model Merging." EMNLP 2025.
  • C22. M. Geng et al., Pan Zhou. "The Impact of LLMs in Academia: from Writing to Speaking." ACL 2025.
  • C23. C. Dai, L. Lu, Pan Zhou. "Stealing Training Data from LLMs in Decentralized Training via Activation Inversion." ACL 2025.
  • C24. Z. Yuan et al., Pan Zhou. "Merge Hijacking: Backdoor Attacks to Model Merging of LLMs." ACL 2025.
  • C25. W. Xu et al., Pan Zhou. "An Adaptive Sampling Algorithm for Top-K Group Betweenness Centrality." IEEE ICDE 2025.
  • C26. X. Cai et al., Pan Zhou. "Imperceptible Transfer Attack on Large Vision-Language Models." IEEE ICASSP 2025.
  • C27. F. Cai, D. Liu, Pan Zhou et al. "Imperceptible Beam-Sensitive Adversarial Attacks for LiDAR-based Object Detection." IEEE ICME 2025.
  • C28. Z. Yuan, J. Shi, Pan Zhou et al. "BadToken: Token-level Backdoor Attacks to MLLMs." IEEE CVPR 2025.
  • C29. D. Chen et al., Pan Zhou. "GUI-World: A Video Benchmark for Multimodal GUI-oriented Understanding." ICLR 2025.
  • C30. D. Chen et al., Pan Zhou. "Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment." ICLR 2025.
  • C31. X. Fang et al., Pan Zhou. "Multi-Pair Temporal Sentence Grounding via Multi-Thread Knowledge Transfer Network." AAAI 2025.
  • C32. A. Liu et al., Pan Zhou. "Grimm: A Plug-and-Play Perturbation Rectifier for GNNs Defending against Poisoning Attacks." AAAI 2025.
  • C33. A. Liu et al., Pan Zhou. "Graph Agent Network: Empowering Nodes with Inference for Adversarial Resilience." AAAI 2025.

2024

  • C34. Y. Luo et al., Pan Zhou. "DUMFNet: Enhanced Medical Image Segmentation." BIBM 2024.
  • C35. Y. Zhang et al., Pan Zhou. "Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph." KDD 2024.
  • C36. D. Liu et al., Pan Zhou. "Pandora's Box: Towards Building Universal Attackers against Large VLMs." NeurIPS 2024.
  • C37. J. Shi et al., Pan Zhou. "Optimization-based Prompt Injection Attack to LLM-as-a-Judge." ACM CCS 2024.
  • C38. X. Fang et al., Pan Zhou. "Not All Inputs Are Valid: Towards Open-Set Video Moment Retrieval." ACM MM 2024.
  • C39. X. Cai et al., Pan Zhou. "Frequency-Aware GAN for Imperceptible Transfer Attack on 3D Point Clouds." ACM MM 2024.
  • C40. W. Yin et al., Pan Zhou. "Backdoor Attacks on Bimodal Salient Object Detection with RGB-Thermal Data." ACM MM 2024.
  • C41. Y. Zhou et al., Pan Zhou. "Virtual Context Enhancing Jailbreak Attacks with Special Token Injection." EMNLP 2024.
  • C42. B. Guan et al., Pan Zhou. "CodeIP: A Grammar-Guided Multi-Bit Watermark for LLMs of Code." EMNLP 2024.
  • C43. X. Fang et al., Pan Zhou. "Rethinking Weakly-supervised Video Temporal Grounding From a Game Perspective." ECCV 2024.
  • C44. M. Yang et al., Pan Zhou. "Hiding Imperceptible Noise in Curvature-Aware Patches for 3D Point Cloud Attack." ECCV 2024.
  • C45. D. Chen et al., Pan Zhou. "MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with VL Benchmark." ICML 2024.
  • C46. L. Lu et al., Pan Zhou. "Exploring Robustness of Pipeline-Parallelism-Based Decentralized Training." ICML 2024.
  • C47. Z. Su et al., Pan Zhou. "Living in the Moment: Can LLMs Grasp Co-Temporal Reasoning?" ACL 2024.
  • C48. W. Xu et al., Pan Zhou. "Approximation Algorithm for Connected Submodular Maximization." IEEE ICDCS 2024.
  • C49. Y. Liu et al., Pan Zhou. "MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Synthesis via Meta-learning." IEEE CVPR 2024.
  • C50. W. Yin et al., Pan Zhou. "Physical Backdoor: Temperature-based Backdoor Attacks in the Physical World." IEEE CVPR 2024.
  • C51. D. Liu et al., Pan Zhou. "Towards Robust Temporal Activity Localization with Noisy Labels." COLING 2024.
  • C52. H. Ding et al., Pan Zhou. "Divide, Conquer, and Coalesce: Meta Parallel GNN for IoT Intrusion Detection." WWW 2024.
  • C53. Y. Huang et al., Pan Zhou. "MetaTool Benchmark: Deciding Whether to Use Tools and Which to Use." ICLR 2024.
  • C54. B. Wang et al., Pan Zhou. "Efficient, Direct, and Restricted Black-Box Graph Evasion Attacks to GNNs." ACM WSDM 2024.
  • C55. A. Liu et al., Pan Zhou. "Towards Inductive Robustness: Distilling Wave-induced Resonance in GCNs." AAAI 2024.
  • C56. X. Fang et al., Pan Zhou. "Fewer Steps, Better Performance: Efficient Cross-Modal Clip Trimming for Video Moment Retrieval." AAAI 2024.
  • C57. D. Liu et al., Pan Zhou. "Unsupervised Domain Adaptative Temporal Sentence Localization." AAAI 2024.
  • C58. K. Tang et al., Pan Zhou. "Manifold Constraints for Imperceptible Adversarial Attacks on Point Clouds." AAAI 2024.
  • C59. W. Su et al., Pan Zhou. "What Makes Good Collaborative Views? Contrastive Mutual Information Maximization." AAAI 2024.
  • C60. J. Chen et al., Pan Zhou. "Sparse Enhanced Network: Adversarial Generation for Robust Augmentation." AAAI 2024.
  • C61. Y. Zhuang et al., Pan Zhou. "Unveiling the Secrets without Data: GNN Data-Free Model Extraction Attacks." USENIX Security 2024.

2023

  • C62. Y. Yang et al., Pan Zhou. "VFLH: Following-the-Leader-History Algorithm for Adaptive Online Convex Optimization." IEEE ICTAI 2023. Best Student Paper
  • C63. X. Fang et al., Pan Zhou. "Annotations Are Not All You Need: Cross-modal Knowledge Transfer for Temporal Grounding." EMNLP 2023.
  • C64. K. Tang et al., Pan Zhou. "Matching Words for Out-of-distribution Detection." IEEE ICDM 2023.
  • C65. D. Liu et al., Pan Zhou. "Filling the Information Gap between Video and Query for Language-Driven Moment Retrieval." ACM MM 2023.
  • C66. Y. Tao, D. Liu, Pan Zhou et al. "3DHacker: Spectrum-based Decision Boundary Generation for 3D Point Cloud Attack." IEEE ICCV 2023.
  • C67. Z. Yuan et al., Pan Zhou. "Backdoor Attacks to Pre-trained Unified Foundation Models." NDSS 2023 (poster).
  • C68. J. Shi et al., Pan Zhou. "BadGPT: Exploring Security Vulnerabilities of ChatGPT via Backdoor Attacks." NDSS 2023 (poster).
  • C69. Z. Yuan, Y. Liu, K. Zhang, Pan Zhou. "You Are Catching My Attention: Are Vision Transformers Bad under Backdoor Attacks?" IEEE CVPR 2023.
  • C70. X. Fang, D. Liu, Pan Zhou et al. "You Can Ground Earlier than See: Efficient Pipeline for Temporal Sentence Grounding." IEEE CVPR 2023.
  • C71. D. Liu, Pan Zhou. "Tracking Objects and Activities with Attention for Temporal Sentence Grounding." IEEE ICASSP 2023.
  • C72. D. Liu, Pan Zhou. "Jointly Visual- and Semantic-Aware Graph Memory Networks for TSL in Videos." IEEE ICASSP 2023.
  • C73. H. Wang, W. Xu, Y. Fan, Pan Zhou. "AOCC-FL: Federated Learning with Aligned Overlapping via Calibrated Compensation." IEEE INFOCOM 2023.
  • C74. X. Qu et al., Pan Zhou. "Distantly-Supervised NER with Adaptive Teacher Learning." AAAI 2023.
  • C75. D. Liu, X. Fang, Pan Zhou et al. "Hypotheses Tree Building for One-Shot Temporal Sentence Localization." AAAI 2023.

2022

  • C76. J. Zhu et al., Pan Zhou. "Rethinking the Video Sampling and Reasoning Strategies for Temporal Sentence Grounding." EMNLP 2022.
  • C77. Z. Luo, Y. Li, L. Chen, Pan Zhou. "Data Poisoning Attack to X-Armed Bandits." IEEE TrustCom 2022.
  • C78. Z. Luo, Y. Li, L. Chen, Pan Zhou. "Action-Manipulation Attack and Defense to X-Armed Bandits." IEEE TrustCom 2022.
  • C79. Y. Sun et al., Pan Zhou. "Backdoor Attacks on Crowd Counting." ACM MM 2022.
  • C80. Z. Xiong, D. Liu, Pan Zhou. "Gaussian Kernel-based Cross Modal Network for Spatio-Temporal Video Grounding." IEEE ICIP 2022.
  • C81. Z. Wang, X. Ding, H. Jin, Pan Zhou. "Efficient Secure and Verifiable Location-Based Skyline Queries." VLDB 2022.
  • C82. C. Guo, D. Liu, Pan Zhou. "A Hybrid Alignment Loss for Temporal Moment Localization with Natural Language." IEEE ICME 2022.
  • C83. B. Wang, Y. Li, Pan Zhou. "Bandits for Structure Perturbation-based Black-box Attacks to GNNs." IEEE CVPR 2022.
  • C84. D. Liu et al., Pan Zhou. "Exploring Motion and Appearance Information for Temporal Sentence Grounding." AAAI 2022.
  • C85. D. Liu et al., Pan Zhou. "Memory-Guided Semantic Learning Network for Temporal Sentence Grounding." AAAI 2022.
  • C86. D. Liu et al., Pan Zhou. "Unsupervised Temporal Video Grounding with Deep Semantic Clustering." AAAI 2022.
  • C87. Z. Xu et al., Pan Zhou. "Schedule or Wait: Age-Minimization for IoT Data Processing in MEC." IEEE INFOCOM 2022.
  • C88. W. Xu et al., Pan Zhou. "Maximizing h-hop Independently Submodular Functions Under Connectivity Constraint." IEEE INFOCOM 2022.

2021

  • C89. Z. Xu et al., Pan Zhou. "Near Optimal and Dynamic Mechanisms towards a Stable NFV Market." IEEE INFOCOM 2021.
  • C90. D. Liu et al., Pan Zhou. "Spatiotemporal GNN based Mask Reconstruction for Video Object Segmentation." AAAI 2021.
  • C91. D. Liu et al., Pan Zhou. "F2Net: Learning to Focus on Foreground for Unsupervised Video Object Segmentation." AAAI 2021.
  • C92. N. Zhang et al., Pan Zhou. "Delay-Aware Cache-Enabled Cooperative D2D Transmission." IEEE WCNC 2021.
  • C93. D. Liu et al., Pan Zhou. "Context-aware Biaffine Localizing Network for Temporal Sentence Grounding." IEEE CVPR 2021.
  • C94. Z. Xu et al., Pan Zhou. "Online Learning for Offloading Augmented Reality Requests in MECs." IEEE ICDCS 2021.
  • C95. W. Wang et al., Pan Zhou. "DPlis: Boosting Utility of Differentially Private Deep Learning via Randomized Smoothing." PoPETS 2021.
  • C96. Q. Wu et al., Pan Zhou. "Towards Adversarial Patch Analysis and Certified Defense against Crowd Counting." ACM MM 2021.
  • C97. Z. Zou et al., Pan Zhou. "Coarse to Fine: Domain Adaptive Crowd Counting via Adversarial Scoring Network." ACM MM 2021.
  • C98. G. Liu et al., Pan Zhou. "Differentially Private Context-Aware Edge-Cloud-Enabled Nursing System." CCNS 2021.
  • C99. D. Liu et al., Pan Zhou. "Adaptive Proposal Generation Network for Temporal Sentence Localization." EMNLP 2021.
  • C100. D. Liu, X. Qu, Pan Zhou. "Progressively Guide to Attend: Iterative Alignment for Temporal Sentence Grounding." EMNLP 2021.
  • C101. Z. Yang et al., Pan Zhou. "TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity." NeurIPS 2021.
  • C102. H. Fan et al., Pan Zhou. "RL-Based Black-Box Evasion Attacks to Link Prediction in Dynamic Graphs." IEEE HPCC 2021.

2020

  • C103. L. Chen, Z. Lu, Pan Zhou, J. Xu. "Learning Optimal Sniffer Channel Assignment for Small Cell CRN." IEEE INFOCOM 2020.
  • C104. Y. Zhang et al., Pan Zhou. "Improving QoE by Adaptive Video Streaming with Super-Resolution." IEEE INFOCOM 2020.
  • C105. Z. Xu et al., Pan Zhou. "Collaborate or Separate? Distributed Service Caching in Mobile Edge Clouds." IEEE INFOCOM 2020.
  • C106. L. Xiao et al., Pan Zhou. "Fine-grained Text Sentiment Transfer via Dependency Parsing." ECAI 2020.
  • C107. Z. Zou et al., Pan Zhou. "Crowd Counting via Hierarchical Scale Recalibration Network." ECAI 2020.
  • C108. S. Ji et al., Pan Zhou. "De-Health: All Your Online Health Information Are Belong to Us." IEEE ICDE 2020.
  • C109. Q. Xia et al., Pan Zhou. "Learn to Optimize: Adaptive VNF Provisioning in Mobile Edge Clouds." IEEE SECON 2020.
  • C110. Z. Xu et al., Pan Zhou. "To Cache or Not to Cache: Stable Service Caching in Mobile Edge Clouds." IEEE ICDCS 2020.
  • C111. F. Wen et al., Pan Zhou. "DP-Hybrid: A Two-Layer Consensus Protocol for Permissioned Blockchain." BlockSys 2020.
  • C112. D. Liu et al., Pan Zhou. "An Effective Multi-level Backbone for Video Object Segmentation." CVPR Workshop 2020.
  • C113. Z. Zhang, X. Liu, Pan Zhou. "Trillion-Tensor: Trillion-Scale CP Tensor Decomposition." IJCAI 2020 (Workshop).
  • C114. H. Zhang, Q. Yan, Pan Zhou et al. "Generating Robust Audio Adversarial Examples with Temporal Dependency." IJCAI 2020.
  • C115. N. Zhang et al., Pan Zhou. "Delay-Optimal Edge Cache Replacement with Non-Markovian Fetching." IEEE GLOBECOM 2020.
  • C116. X. Qu et al., Pan Zhou. "Fine-grained Iterative Attention Network for Temporal Language Localization." ACM MM 2020.
  • C117. D. Liu et al., Pan Zhou. "Jointly Cross- and Self-Modal Graph Attention for Query-Based Moment Localization." ACM MM 2020.
  • C118. Z. Xu et al., Pan Zhou. "Identity-aware Attribute Recognition via Real-time Distributed Inference." ACM MM 2020.
  • C119. D. Liu, H. Zhang, Pan Zhou. "Video-based Facial Expression Recognition using GCNs." ICPR 2020.
  • C120. X. Su et al., Pan Zhou. "HANet: Hybrid Attention-aware Network for Crowd Counting." ICPR 2020. Best Paper Award
  • C121. D. Liu, X. Qu, J. Dong, Pan Zhou. "Reasoning Step-by-Step: Temporal Sentence Localization via DRMN." COLING 2020.

2019

  • C122. S. Xu, D. Liu, L. Bao, W. Liu, Pan Zhou. "MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation." IEEE CVPR 2019.
  • C123. X. Qu et al., Pan Zhou. "Adversarial Category Alignment Network for Cross-domain Sentiment Classification." NAACL 2019.
  • C124. C. Zhang, Pan Zhou et al. "Online Learning for Context-Aware Multi-User Package Delivery with Unmanned Vehicles." IEEE ICC 2019.
  • C125. S. Wen et al., Pan Zhou. "Optimization of Precoded FTN Signaling with MMSE-Based Turbo Equalization." IEEE ICC 2019.
  • C126. Z. Xu et al., Pan Zhou. "NFV-enabled Multicasting in Mobile Edge Clouds with Resource Sharing." ACM ICPP 2019.
  • C127. W. Yan et al., Pan Zhou. "Imbalance Rectification in Deep Logistic Regression for Multi-Label Image Classification." ACM CIKM 2019.
  • C128. W. Wei et al., Pan Zhou. "Emotion-aware Chat Machine: Automatic Emotional Response Generation." ACM CIKM 2019.
  • C129. Z. Zou et al., Pan Zhou. "Enhanced 3D Convolutional Networks for Crowd Counting." BMVC 2019.
  • C130. K. Wang et al., Pan Zhou. "Energy-Efficient Base Station Deployment in Heterogeneous Network." IEEE ScalCom 2019.
  • C131. W. Zhao et al., Pan Zhou. "Differentially Private Tree-Based Contextual Online Learning for Service Selection." IEEE GLOBECOM 2019.
  • C132. D. Mu, Pan Zhou et al. "Privacy-Preserving MEC-Enabled Contextual Online Learning via SDN." IEEE MASS 2019.
  • C133. M. Islam et al., Pan Zhou. "Healthcare Platform using Big Data Analytics and Machine Learning." ACM HPCCT 2019.

2018

  • C134. L. Zhao et al., Pan Zhou. "InPrivate Digging: Tree-based Distributed Data Mining with Differential Privacy." IEEE INFOCOM 2018.
  • C135. X. Zhang et al., Pan Zhou. "Toward Optimal Storage Scaling via Network Coding: Theory to Practice." IEEE INFOCOM 2018.
  • C136. J. Xu, L. Chen, Pan Zhou. "Joint Service Caching and Task Offloading for MEC in Dense Networks." IEEE INFOCOM 2018.
  • C137. Y. Hou, Pan Zhou, J. Xu, D. Wu. "Course Recommendation of MOOC: Contextual Online Learning." IEEE INFOCOM Workshop KCN 2018.
  • C138. A. Zhou, Pan Zhou, D. Wu, Y. Hu, S. Ji. "T-PriDO: Tree-based Privacy-Preserving Collaborative Big Data Processing." IEEE CNS 2018.
  • C139. Y. Hu et al., Pan Zhou. "Generalized Optimal Storage Scaling via Network Coding." IEEE ISIT 2018.
  • C140. C. Cui, Pan Zhou, L. Gao. "Contextual Online Learning Selection of Finite State Machines for Mobile Robots." IEEE AIM 2018.
  • C141. S. Xu, L. Bao, Pan Zhou. "Class-Agnostic Video Object Segmentation." CVPR Workshop 2018.

期刊论文(Journal Publications)

2026

  • J1. Z. Miao et al., Pan Zhou, X. Guan. "DApp Scheduling for Hybrid Computing in Edge Web 3.0: A RL Framework with HGNNs." IEEE/ACM TON, vol.34, 2026.
  • J2. Y. Li, F. Li, Pan Zhou, Y. Wang. "Communication-Efficient Decentralized Contextual X-Armed Bandit Learning." IEEE/ACM TON, vol.34, 2026.
  • J3. Z. Xu et al., Pan Zhou. "Efficient and Fault Tolerant Data Stream Processing in Serverless Edge Computing." IEEE TSC, vol.19, no.1, 2026.
  • J4. D. Liu et al., Pan Zhou, W. Hu. "Are Large Vision-Language Models Robust to Adversarial Visual Transformations?" IEEE TIFS, 2026.
  • J5. Z. Wang et al., Pan Zhou. "Towards Privacy-Preserving Top-k Location-Based Dominating Queries over Encrypted Data." IEEE TDSC, 2026.
  • J6. Z. Miao et al., Pan Zhou, X. Guan. "Hybrid Computing of Decentralized Applications in Edge Web 3.0 via Decision Transformer." IEEE TMC, 2026.
  • J7. W. Shi, W. Xu, H. Wang, X. Han, Pan Zhou, R. Li. "SNEAK: Synonymous Sentences-Aware Adversarial Attack on Natural Language Video Localization." ACM TIST, 2026.

2025

  • J8. L. Chen, Pan Zhou et al. "Differentially Private Online Convex Optimization With Long-Term Constraints via Gaussian Mechanism." IEEE TETCI, 2025.
  • J9. D. Liu et al., Pan Zhou, Y. Cheng, W. Hu. "A Survey of Attacks on Large Vision–Language Models." IEEE TNNLS, 36(11): 19525-19545, 2025.
  • J10. W. Zhang et al., Pan Zhou, D. Wang. "Multi-Classification Division-Aggregation Framework for Fake News Detection." IEEE Trans. Big Data, 11(1): 130-140, 2025.
  • J11. J. Lu et al., Pan Zhou, D. Wu. "FedLaw: Value-Aware Federated Learning With Individual Fairness and Coalition Stability." IEEE TETCI, vol.9, no.1, 2025.
  • J12. Z. Wang et al., Pan Zhou. "Approximation Algorithm for Connected Submodular Function Maximization." IEEE/ACM TON, vol.33, no.1, 2025.

2024

  • J13. W. Jiang et al., Pan Zhou. "SatShield: In-Network Mitigation of Link Flooding Attacks for LEO Constellation Networks." IEEE IoT J, 11(16): 27340-27355, 2024.
  • J14. L. Chen, Y. Bai, Pan Zhou et al. "On Adaptive Edge Microservice Placement: A RL Approach." IEEE TMC, 2024.
  • J15. W. Ren et al., Pan Zhou. "Learning-driven service caching in MEC with bursty data traffic." Comput. Networks, 250: 110575, 2024.
  • J16. J. Wu et al., Pan Zhou. "Joint Power and Coverage Control of Massive UAVs: Aggregative Game-Theoretic Learning." IEEE TNSE, to appear, 2024.
  • J17. W. Zhang et al., Pan Zhou. "A Multi-classification Division-aggregation Framework for Fake News Detection." IEEE TBD, to appear, 2024.
  • J18. L. Chen, X. Ding, Pan Zhou, H. Jin. "Differentially Private Federated Learning on Non-iid Data." IEEE TKDE, vol.36, no.9, 2024.
  • J19. W. Pan, X. Wang, Pan Zhou et al. "Time-Sensitive Federated Learning With Heterogeneous Training Intensity." IEEE TETCI, vol.8, no.2, 2024.
  • J20. L. Chen, F. Gao, Y. Bai, Pan Zhou et al. "Privacy-Preserving Blockchained Edge Resource Auction." IEEE TNSM, 21(4): 4076-4089, 2024.
  • J21. Z. Xu et al., Pan Zhou. "Flow-Time Minimization for Timely Data Stream Processing in UAV-Aided MEC." ACM TOSN, 20(3): 58:1-28, 2024.
  • J22. D. Chen et al., Pan Zhou, S. Guo. "Caching User-Generated Content via Contextual Bandit." IEEE TMC, 2024.
  • J23. D. Liu et al., Pan Zhou, Y. Cheng. "Transform-Equivariant Consistency Learning for Temporal Sentence Grounding." ACM TOMM, vol.20, no.4, 2024.
  • J24. Z. Xiong, D. Liu et al., Pan Zhou. "Rethinking Video Sentence Grounding From a Tracking Perspective." IEEE TMM, vol.26, 2024.
  • J25. D. Liu et al., Pan Zhou. "Conditional Video Diffusion Network for Fine-grained Temporal Sentence Grounding." IEEE TMM, vol.26, 2024.
  • J26. Z. Xu et al., Pan Zhou. "Age-Aware Data Selection for Timely Federated Continual Learning in MEC." IEEE TC, vol.73, no.2, 2024.
  • J27. Z. Xu et al., Pan Zhou. "Learning-Driven Algorithms for Responsive AR Offloading in Metaverse-Enabled MEC." IEEE/ACM TON, vol.32, no.2, 2024.
  • J28. X. Fang, D. Liu, Pan Zhou et al. "Hierarchical Local-Global Transformer for Temporal Sentence Grounding." IEEE TMM, vol.26, 2024.
  • J29. A. Liu et al., Pan Zhou. "AN-GCN: An Anonymous Graph Convolutional Network Against Edge-Perturbing Attacks." IEEE TNNLS, vol.35, no.1, 2024.
  • J30. Z. Xu et al., Pan Zhou. "Energy or Accuracy? Near-Optimal User Selection for Federated Learning in MEC." IEEE TMC, to appear 2024.

2023

  • J31. Y. Cheng et al., Pan Zhou. "Freshness-Aware Incentive Mechanism for Mobile Crowdsensing." IEEE TSC, vol.16, no.6, 2023.
  • J32. C. Wang et al., Pan Zhou. "Security and Privacy of Mobile Edge Computing: An AI Perspective." IEEE IoT J, vol.10, no.24, 2023.
  • J33. D. Liu, X. Fang, W. Hu, Pan Zhou. "Exploring Optical-Flow-Guided Motion for Temporal Sentence Grounding." IEEE TMM, vol.25, 2023.
  • J34. L. Zhang et al., Pan Zhou. "A Novel Hybrid Model for Docker Container Workload Prediction." IEEE TNSM, to appear 2023.
  • J35. Z. Wang et al., Pan Zhou, H. Jin. "Efficient Location-Based Skyline Queries over Encrypted Data." IEEE TKDE, vol.35, no.10, 2023.
  • J36. Z. Xu et al., Pan Zhou. "Stateful Serverless Application Placement in MEC." IEEE TCOMP, vol.72, no.9, 2023.
  • J37. Y. Wu et al., Pan Zhou. "Paradise: Real-time Distributed Provenance-Based Intrusion Detection." IEEE TDSC, vol.20, no.2, 2023.
  • J38. J. Wu, Pan Zhou et al. "Blockchain-based Privacy-Aware Contextual Online Learning for Edge-Cloud Nursing." IEEE IoT J, vol.10, no.8, 2023.
  • J39. Y. Xie et al., Pan Zhou. "Efficient Storage Management for Social Network Events via Clustering." IEEE TCSS, vol.10, no.1, 2023.
  • J40. Z. Xu et al., Pan Zhou. "Near-Optimal and Collaborative Service Caching in Mobile Edge Clouds." IEEE TMC, vol.22, no.7, 2023.
  • J41. Z. Xu et al., Pan Zhou. "Stable Service Caching in MECs of Hierarchical Service Markets." IEEE TMC, vol.22, no.7, 2023.
  • J42. W. Du, A. Li, Q. Li, Pan Zhou. "Privacy-Preserving and Secure Cloud Computing: Large-Scale NLP." IEEE TCC, vol.11, no.1, 2023.
  • J43. P. Dai et al., Pan Zhou, S. Guo. "Edge Intelligence for Adaptive Multimedia Streaming in IoV." IEEE TMC, vol.22, no.3, 2023.
  • J44. Y. Bai et al., Pan Zhou. "Multi-Core Federated Learning for Mobile Edge Computing." IEEE IoT J, vol.10, no.7, 2023.
  • J45. C. Jiang, L. Gao, Pan Zhou et al. "A Game-Theoretic Analysis of Joint Mobile Edge Caching and Peer Content Sharing." IEEE TNSE, vol.10, no.3, 2023.
  • J46. M. Zeng et al., Pan Zhou. "Heterogeneous Training Intensity for Federated Learning: A DRL Approach." IEEE TNSE, vol.10, no.2, 2023.
  • J47. X. Fang, D. Liu, Pan Zhou, Y. Hu. "Multi-Modal Cross-Domain Alignment Network for Video Moment Retrieval." IEEE TMM, vol.25, 2023.
  • J48. D. Liu, Pan Zhou et al. "Few-Shot Temporal Sentence Grounding via Memory-Guided Semantic Learning." IEEE TCSVT, vol.33, no.5, 2023.
  • J49. Z. Xu et al., Pan Zhou. "HierFedML: Aggregator Placement for Hierarchy Federated Learning in MEC." IEEE TPDS, vol.3, no.1, 2023.
  • J50. W. Xu et al., Pan Zhou. "Approximation Algorithm for h-hop Independently Submodular Maximization." IEEE/ACM TON, vol.31, no.3, 2023.
  • J51. Y. Gao et al., Pan Zhou. "Video Content Placement at the Network Edge." IEEE TMC, to appear 2023.
  • J52. H. Qiu et al., Pan Zhou. "RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network for IoT." IEEE TCAD, vol.42, no.4, 2023.
  • J53. Y. Liu, W. Wei, Pan Zhou et al. "Depth-aware Semantic Guided Relational Attention for VQA." IEEE TMM, vol.25, 2023.
  • J54. Q. Zheng et al., Pan Zhou. "Progressive Localization Networks for Language-based Moment Localization." ACM ToMCCA, vol.19, no.2, 2023.
  • J55. Y. Li et al., Pan Zhou. "Power of Redundancy: Surplus Client Scheduling for Federated Learning." IEEE TMC, vol.22, no.9, 2023.
  • J56. L. Chen, X. Ding, Pan Zhou, H. Jin. "Distributed Dynamic Online Learning with Differential Privacy." Information Sciences, vol.630, 2023.

2022

  • J57. H. Wang et al., Pan Zhou. "Blockchain-Governed Federated Transfer Learning for Secure IoD Networks." IEEE IoTM, vol.5, no.3, 2022.
  • J58. Z. Xu et al., Pan Zhou. "Near Optimal Learning-Driven Mechanisms for Stable NFV Markets." IEEE/ACM TON, vol.30, no.6, 2022.
  • J59. Y. Deng et al., Pan Zhou. "Resource Provisioning for Mitigating Edge DDoS Attacks in MEC-Enabled SDVN." IEEE IoT J, vol.9, no.23, 2022.
  • J60. Z. Xu et al., Pan Zhou. "Energy-Aware Collaborative Service Caching in 5G-Enabled MEC." IEEE TCOM, vol.70, no.2, 2022.
  • J61. Z. Wang et al., Pan Zhou. "User-based Network Embedding for Opinion Spammer Detection." Pattern Recognition, 125: 108512, 2022.
  • J62. Z. Deng et al., Pan Zhou. "Optimizing Age of Information for Multi-Source Update in IoT." IEEE TNSE, vol.9, no.2, 2022.
  • J63. K. Wang et al., Pan Zhou. "Optimal Myopic Policy for Restless Bandit via Eigendecomposition." IEEE JSTSP, vol.16, no.3, 2022.
  • J64. Q. Yan et al., Pan Zhou. "URadio: Wideband Ultrasound Communication for Smart Home." IEEE IoT J, vol.9, no.15, 2022.
  • J65. B. Zhao, S. Ji, Pan Zhou et al. "A Large-scale Empirical Study on Vulnerability of Deployed IoT Devices." IEEE TDSC, vol.19, no.3, 2022.
  • J66. H. Ran et al., Pan Zhou. "Memristor-Based Edge Computing of BlazeBlock for Image Recognition." IEEE TNNLS, vol.33, no.5, 2022.
  • J67. N. Zhang, W. Wang, Pan Zhou, A. Huang. "Delay-Optimal Edge Caching with Imperfect Content Fetching." IEEE TNSM, vol.19, no.1, 2022.
  • J68. L. Pu et al., Pan Zhou. "Cost-efficient Skew-aware Data Scheduling for Incremental Learning in 5G." IEEE JSAC, vol.40, no.2, 2022.
  • J69. X. Fang et al., Pan Zhou. "ANIMC: A Soft Approach for Autoweighted Noisy and Incomplete Multiview Clustering." IEEE TAI, vol.3, no.2, 2022.
  • J70. S. Chen, X. Wang, Pan Zhou et al. "Heterogeneous Semi-Asynchronous Federated Learning in IoT." IEEE TETCI, vol.6, no.5, 2022.
  • J71. X. Fang, Y. Hu, Pan Zhou, D. Wu. "Unbalanced Incomplete Multiview Clustering via View Evolution." IEEE TETCI, vol.6, no.4, 2022.
  • J72. Y. Hu, X. Zhang, P. Lee, Pan Zhou. "NCScale: Toward Optimal Storage Scaling via Network Coding." IEEE/ACM TON, vol.30, no.1, 2022.
  • J73. X. Qu et al., Pan Zhou. "Attend to Where and When: Cascaded Attention for Facial Expression Recognition." IEEE TETCI, vol.6, no.3, 2022.
  • J74. Q. Jing et al., Pan Zhou. "Minimizing Age of Multisource Information with Budget Constraint in IoT." IEEE IoT J, vol.9, no.8, 2022.
  • J75. W. Du, A. Li, Pan Zhou, D. Wu. "PrivacyEye: Privacy-Preserving Deep Learning for Mobile Video Analytics." IEEE TMC, vol.21, no.9, 2022.
  • J76. X. Ding et al., Pan Zhou, H. Jin. "Differentially Private Triangle Counting in Large Graphs." IEEE TKDE, vol.34, no.11, 2022.
  • J77. Q. Chen, W. Xie, Pan Zhou et al. "Multi-crop CNNs for Fast Lung Nodule Segmentation." IEEE TETCI, vol.6, no.5, 2022.
  • J78. Y. Liu, Pan Zhou et al. "Privacy-Preserving EV Dispatching for Energy Scheduling in Microgrids." IEEE TETCI, vol.6, no.3, 2022.
  • J79. Y. Cao et al., Pan Zhou. "Detecting and Mitigating DDoS Attacks via Spatial-Temporal GCN." IEEE TDSC, vol.19, no.6, 2022.
  • J80. J. Yang et al., Pan Zhou. "Codee: A Tensor Embedding Scheme for Binary Code Search." IEEE TSE, vol.48, no.7, 2022.

2021

  • J81. T. Wu, Pan Zhou et al. "Joint Traffic Control and Multi-Channel Reassignment for SDN-IoT via MADRL." IEEE TNSE, vol.8, no.1, 2021.
  • J82. L. Chen, C. Shen, Pan Zhou, J. Xu. "Collaborative Service Placement for Edge Computing in Dense Small Cells." IEEE TMC, vol.20, no.2, 2021.
  • J83. Pan Zhou et al. "QoE-aware 3D Video Streaming via DRL in SDN-Enabled MEC." IEEE TNSE, vol.8, no.1, 2021.
  • J84. Z. Xu et al., Pan Zhou. "Affinity-Aware VNF Placement in Mobile Edge Clouds via GPUs." IEEE TCOMP, vol.70, no.12, 2021.
  • J85. S. Wen et al., Pan Zhou. "End-to-End Detection-Segmentation System for Face Labeling." IEEE TETCI, vol.5, no.3, 2021.
  • J86. R. Ju, Pan Zhou et al. "3D-CNN-SPP: Patient Risk Prediction from EHR via 3D CNN and SPP." IEEE TETCI, vol.5, no.2, 2021.
  • J87. L. Yang et al., Pan Zhou. "Exploring DRL for Task Dispatching in Autonomous On-Demand Services." ACM TKDD, vol.15, no.3, 2021.
  • J88. Pan Zhou et al. "Massive Maritime Path Planning: A Contextual Online Learning Approach." IEEE TCYB, vol.51, no.12, 2021.
  • J89. C. Dai et al., Pan Zhou. "Stable Task Assignment for Mobile Crowdsensing with Budget Constraint." IEEE TMC, vol.20, no.12, 2021.
  • J90. S. Yi et al., Pan Zhou. "A Hyperbolic Embedding Method for Weighted Networks." IEEE TNSE, vol.8, no.1, 2021.
  • J91. Pan Zhou et al. "A Privacy-Preserving Distributed Contextual Federated Online Learning for Social Recommender Systems." IEEE TKDE, vol.33, no.3, 2021.
  • J92. Y. Jiang et al., Pan Zhou, Z. Wang. "EnlightenGAN: Deep Light Enhancement without Paired Supervision." IEEE TIP, vol.30, 2021.
  • J93. K. Wang et al., Pan Zhou. "ATPGNN: Reconstruction of Neighborhood in GNN with Attention-based Topological Patterns." IEEE Access, vol.9, 2021.
  • J94. Z. Xue, Pan Zhou et al. "Resource-Constrained Privacy-Preserving Edge Computing: A Federated RL Approach." IEEE IoT J, vol.8, no.11, 2021.
  • J95. Y. Li et al., Pan Zhou. "Three-stage Stackelberg Long-term Incentive for Mobile Crowdsensing." IEEE TNSE, vol.8, no.2, 2021.
  • J96. W. Zhang et al., Pan Zhou. "Client Selection for Federated Learning with non-IID Data in MEC." IEEE Access, vol.9, 2021.
  • J97. W. Wei et al., Pan Zhou. "Target-Guided Emotion-Aware Chat Machine." ACM TOIS, vol.39, no.4, 2021.
  • J98. Pan Zhou et al. "Trustworthy Context-Aware Distributed Online Learning with Autoscaling for MEC Content Caching." IEEE TCCN, vol.7, no.4, 2021.
  • J99. J. Wu et al., Pan Zhou. "Resource Allocation for V2Es in Vehicular Networks via MADRL." IEEE TNSE, vol.8, no.2, 2021.
  • J100. S. Li et al., Pan Zhou. "AutoFERNet: Facial Expression Recognition with Architecture Search." IEEE TNSE, vol.8, no.3, 2021.
  • J101. Q. Wang et al., Pan Zhou, D. Wu. "Adaptive-Location-based Routing for 3D Underwater Acoustic Sensor Networks." IEEE IoT J, vol.8, no.8, 2021.
  • J102. X. Ding et al., Pan Zhou, H. Jin. "Dynamic Online Convex Optimization with Long-term Constraints via Virtual Queue." Information Sciences, vol.577, 2021.
  • J103. S. Sheng et al., Pan Zhou. "Efficient Probabilistic k-NN Computation in Uncertain Sensor Networks." IEEE TNSE, vol.8, no.3, 2021.
  • J104. X. Ding et al., Pan Zhou. "Efficient and Privacy-Preserving Multi-Party Skyline Queries over Encrypted Data." IEEE TIFS, vol.16, 2021.
  • J105. X. Ding, Pan Zhou et al. "Differentially Private Deep Learning with Iterative Gradient Descent." ACM/IMS TDS, vol.2, no.4, 2021.

2020

  • J106. K. Wang et al., Pan Zhou. "Reversible Data Hiding Based on Structural Similarity Block Selection." IEEE Access, vol.8, 2020.
  • J107. K. Wang et al., Pan Zhou. "Joint Time Delay and Energy Optimization with Intelligent Overclocking in MEC." SCIENCE CHINA Info. Sci., vol.63, no.4, 2020.
  • J108. Pan Zhou et al. "Jamsa: Utility Optimal Contextual Online Learning for Anti-jamming Wireless Scheduling." IEEE TNSE, vol.7, no.3, 2020.
  • J109. S. Wen et al., Pan Zhou. "Multilabel Image Classification via Feature/Label Co-Projection." IEEE TSMCT, vol.51, no.11, 2020.
  • J110. N. Chen et al., Pan Zhou. "Deep Actor-Critic Learning-based Robustness Enhancement of IoT." IEEE IoT J, vol.7, no.7, 2020.
  • J111. X. Fang, Y. Hu, Pan Zhou, D. Wu. "V3H: View Variation and View Heredity for Incomplete Multiview Clustering." IEEE TAI, vol.1, no.3, 2020.
  • J112. Z. Hu et al., Pan Zhou. "Joint Offloading and Charge Cost Minimization in MEC." IEEE OJ-COMS, vol.1, 2020.
  • J113. S. Wen et al., Pan Zhou. "Time-Frequency Compressed FTN Signaling for Spectrally Efficient Single-Carrier System." IEEE TCOM, vol.68, no.5, 2020.
  • J114. Pan Zhou et al. "Human-Behavior and QoE-Aware Dynamic Channel Allocation for 5G." IEEE TCCN, vol.6, no.2, 2020.
  • J115. G. Li et al., Pan Zhou. "Time-Aspect-Sentiment Recommendation Models Based on Novel Similarity." ACM TWEB, vol.14, no.2, 2020.
  • J116. Z. Cao, Pan Zhou et al. "Multi-Agent DRL for Joint Multi-Channel Access and Task Offloading in Industry 4.0." IEEE IoT J, vol.7, no.7, 2020.
  • J117. N. Luo, Z. Wang, Pan Zhou. "GuardHealth: Blockchain Empowered Data Management and GCN Anomaly Detection." JDPC (Elsevier), vol.142, 2020.
  • J118. Y. Yang et al., Pan Zhou. "Quantile Context-Aware Social IoT Service Recommendation with D2D." IEEE IoT J, vol.7, no.6, 2020.
  • J119. H. Ren et al., Pan Zhou. "Efficient Algorithms for Delay-Aware NFV-Enabled Multicasting in MEC." IEEE TPDS, vol.31, no.9, 2020.
  • J120. Q. Wang et al., Pan Zhou, D. Wu. "Game Theoretic Routing for 3D Underwater Acoustic Sensor Networks." IEEE IoT J, vol.7, no.10, 2020.
  • J121. Y. Qin et al., Pan Zhou. "Enabling Multicast Slices in Edge Networks." IEEE IoT J, vol.7, no.9, 2020.
  • J122. Y. Yao, Z. Wang, Pan Zhou. "Privacy-preserving and Energy Efficient Task Offloading via ADMM." Computers & Security, vol.96, 2020.
  • J123. T. Wu, Pan Zhou et al. "Multi-Agent DRL for Urban Traffic Light Control in Vehicular Networks." IEEE TVT, vol.69, no.8, 2020.
  • J124. X. Liu, Pan Zhou et al. "Blockchain-Enabled Contextual Online Learning for Coronary Heart Disease Diagnosis." IEEE JBHI, vol.24, no.8, 2020.
  • J125. W. Du et al., Pan Zhou. "Communication-Efficient Privacy-preserving Distributed Deep Learning in IoT." IEEE IoT J, vol.7, no.12, 2020.
  • J126. X. Wang et al., Pan Zhou. "Real-time Collision Prediction with Deep Learning for ITS." IEEE TVT, vol.69, no.9, 2020.
  • J127. D. Liu et al., Pan Zhou. "SAANet: Siamese Action-units Attention Network for Facial Expression Recognition." Neurocomputing, vol.413, 2020.
  • J128. X. Wang et al., Pan Zhou. "Joint Task Offloading and Payment for MEC: Stable Matching." IEEE TVT, vol.69, no.10, 2020.
  • J129. S. Zhou et al., Pan Zhou. "PIRATE: Blockchain-based Distributed Machine Learning in 5G." IEEE Network, vol.34, no.6, 2020.
  • J130. H. You et al., Pan Zhou. "Bayesian CycleGAN via Marginalizing Latent Sampling." IEEE TNNLS, vol.32, no.10, 2020.
  • J131. H. Ran et al., Pan Zhou. "Memristor-based Edge Computing of ShuffleNetV2 for Image Classification." IEEE TCAD, vol.40, no.8, 2020.
  • J132. W. Wei et al., Pan Zhou. "Position-Aware Self-Attention for Neural Sequence Labeling." Pattern Recognition, vol.110, 2020.
  • J133. Z. Xu et al., Pan Zhou. "Energy-Aware Inference Offloading for DNN-Driven Applications in MEC." IEEE TPDS, vol.32, no.4, 2020.

2019

  • J134. K. He et al., Pan Zhou. "A Novel Task-Duplication Based Clustering Algorithm for Heterogeneous Computing." IEEE TPDS, vol.30, no.1, 2019.
  • J135. M. Hu et al., Pan Zhou. "Periodic Charging for Wireless Sensor Networks with Multiple Portable Chargers." IEEE Access, vol.7, 2019.
  • J136. R. Ju et al., Pan Zhou, Q. Li. "Early Diagnosis of Alzheimer's Disease Based on Resting-State Networks and DL." IEEE/ACM TCBB, vol.16, no.1, 2019.
  • J137. Pan Zhou, K. Wang, J. Xu, D. Wu. "Differentially-Private and Trustworthy Online Social Multimedia Retrieval." IEEE TMM, vol.21, no.3, 2019.
  • J138. Y. Feng, Pan Zhou, J. Xu, S. Ji, D. Wu. "Video Big Data Retrieval Over Media Cloud: Context-aware Online Learning." IEEE TMM, vol.21, no.7, 2019.
  • J139. W. Chen et al., Pan Zhou. "Privacy-Preserving Online Learning for Demand Response in Smart Grid." IEEE Sys J, vol.13, no.4, 2019.
  • J140. X. Su et al., Pan Zhou. "K-reciprocal Harmonious Attention Network for Video-based Person Re-ID." IEEE Access, vol.7, 2019.
  • J141. Pan Zhou, W. Chen, S. Ji, H. Jiang, L. Yu, D. Wu. "Privacy-preserving Online Task Allocation in Edge Crowdsensing." IEEE IoT J, vol.6, no.5, 2019.
  • J142. X. Ouyang et al., Pan Zhou. "3D-CNN and LSTM Based Multi-Task Learning for Action Recognition." IEEE Access, vol.7, 2019.
  • J143. K. Peng et al., Pan Zhou, M. Hu. "A Hybrid Genetic Algorithm for Vehicle-Assisted Multi-Drone Parcel Delivery." IEEE Access, vol.7, 2019.
  • J144. K. Wang et al., Pan Zhou. "On Cooperative Channel Rendezvous in Cognitive Radio Networks." IEEE Access, vol.7, 2019.
  • J145. Z. Li et al., Pan Zhou. "CLU-CNNs: Object Detection for Medical Images." Neurocomputing, vol.350, 2019.
  • J146. Pan Zhou et al. "Privacy-Preserving and Residential Context-Aware Online Learning for IoT Energy Saving." IEEE IoT J, vol.6, no.5, 2019.
  • J147. Pan Zhou, J. Xu, W. Wang, Y. Hu, D. Wu, S. Ji. "Toward Optimal Adaptive Online Shortest Path Routing under Jamming." IEEE/ACM TON, vol.27, no.5, 2019.
  • J148. K. Wang et al., Pan Zhou. "Opportunistic Scheduling Revisited Using Restless Bandits." IEEE TWC, vol.18, no.10, 2019.
  • J149. Z. Zou et al., Pan Zhou. "Attend to Count: Crowd Counting with Adaptive Capacity Multi-scale CNNs." Neurocomputing, vol.367, 2019.
  • J150. D. Wang et al., Pan Zhou, M. Hu. "Routing and Scheduling for Hybrid Truck-Drone Collaborative Parcel Delivery." IEEE IoT J, vol.6, no.6, 2019.

2018

  • J151. Z. Zou, X. Su, X. Qu, Pan Zhou. "DA-Net: Learning Fine-grained Density Distribution." IEEE Access, vol.6, 2018.
  • J152. L. Chen, J. Xu, S. Ren, Pan Zhou. "Spatio-temporal Edge Service Placement: A Bandit Learning Approach." IEEE TWC, vol.17, no.12, 2018.
  • J153. W. Chen et al., Pan Zhou. "Tree-based Contextual Learning for Online Job Recommendation with Big Data." IEEE Access, vol.6, 2018.
  • J154. C. Li et al., Pan Zhou. "Robust Caching Control in Crowdsourced Content-Centric Mobile Networking." IEEE Access, vol.6, 2018.
  • J155. K. Wang et al., Pan Zhou. "On Optimality of Second-Highest Policy for Opportunistic Multichannel Access." IEEE TVT, vol.67, no.12, 2018.
  • J156. Y. Xue, Pan Zhou et al. "Pure-Exploration Bandits for Channel Probing in Mission-Critical Wireless." IEEE TVT, vol.67, no.11, 2018.
  • J157. X. Ouyang, K. Gu, Pan Zhou. "Spatial Pyramid Pooling Mechanism in 3D CNN for Sentence-Level Classification." IEEE TASLP, vol.26, no.11, 2018.
  • J158. L. Chen, Pan Zhou et al. "Adaptive Fog Configuration for Industrial IoT." IEEE TII, vol.14, no.10, 2018.
  • J159. L. Chen et al., Pan Zhou. "On Heterogeneous Duty Cycles for Neighbor Discovery in Wireless Sensor Networks." Ad Hoc J (Elsevier), vol.77, 2018.
  • J160. Q. Wang et al., Pan Zhou. "Privacy-Preserving Collaborative Model Learning: The Case of Word Vector Training." IEEE TKDE, vol.30, no.12, 2018.
  • J161. Y. Cheng, D. Wang, Pan Zhou, T. Zhang. "Model Compression and Acceleration for Deep Neural Networks." IEEE SPM, vol.35, no.1, 2018.
  • J162. C. Li, Pan Zhou, L. Xiong, Q. Wang, T. Wang. "Differentially Private Distributed Online Learning." IEEE TKDE, vol.30, no.8, 2018.
  • J163. Y. Feng, Pan Zhou, D. Wu, Y. Hu. "Accurate Content Push for Content Centric Social Networks: Online Learning." IEEE TETCI, vol.1, no.6, 2018.
  • J164. W. Lu et al., Pan Zhou. "Early Fault Detection Approach with Deep Architectures." IEEE TIM, vol.67, no.7, 2018.
  • J165. Y. Luo et al., Pan Zhou. "Robust Discrete Code Modeling for Supervised Hashing." Pattern Recognition (Elsevier), vol.75, 2018. ESI Hot & 千引