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• affiliation:Nanyang Technological University, School of Computer Engineering, Singapore

• Zhiqi Shen
• Zhiqi Shen0002 — National University of Singapore, Singapore
• Zhiqi Shen0003 — Beihang University, Beijing, China
• Zhiqi Shen0004 — Harbin University of Science and Technology, Heilongjiang, China
• Zhiqi Shen0005 — Southeast University, Nanjing, China
• Zhiqi Shen0006 — Rhymes AI
• Zhiqi Shen0007 — Salesforce AI Research

• 2026
• 
  [j46]
  Xiao Yang,Xuejiao Zhao,Zhiqi Shen:
  A unified gradient regularization method for heterogeneous graph neural networks.Neural Networks194:108104 (2026)
• 2025
• 
  [j45]
  Xiaoxiong Zhang,Zhiwei Zeng,Xin Zhou,Dusit Niyato,Zhiqi Shen:
  Personalized federated knowledge graph embedding with client-wise relation graph.Appl. Intell.55(4):318 (2025)
• 
  [j44]
  Xiaoxiong Zhang,Zhiwei Zeng,Xin Zhou,Dusit Niyato,Zhiqi Shen:
  Communication-efficient federated knowledge graph embedding with entity-wise top-K sparsification.Knowl. Based Syst.327:114147 (2025)
• 
  [j43]
  Honglei Zhang,Xin Zhou,Zhiqi Shen,Yidong Li:
  PrivFR: Privacy-Enhanced Federated Recommendation With Shared Hash Embedding.IEEE Trans. Neural Networks Learn. Syst.36(1):32-46 (2025)
• 
  [c178]
  Shibo Feng,Peilin Zhao,Liu Liu,Pengcheng Wu,Zhiqi Shen:
  HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting.AAAI2025:746-754
• 
  [c177]
  Xiao Yang,Xuejiao Zhao,Zhiqi Shen:
  A Generalizable Anomaly Detection Method in Dynamic Graphs.AAAI2025:22001-22009
• 
  [c176]
  Ping Chen,Jonathan Leung,Yinan Zhang,Zhiqi Shen:
  The POWER of Ikigai: Optimizing Life Fulfillment with an Integrated User Simulator and Adaptive Hobby Recommender.AAAI2025:28915-28922
• 
  [c175]
  Haochen Li,Wanjin Feng,Xin Zhou,Zhiqi Shen:
  GiFT: Gibbs Fine-Tuning for Code Generation.ACL (1)2025:12271-12284
• 
  [c174]
  Ailiya Borjigin,Zhiqi Shen:
  Co-creation Through Collaboration-of-Experts (CoE): A Multi-agent Approach to Creative Risk-Taking and Equity.AIED (6)2025:28-35
• 
  [c173]
  Zhiwei Zeng,Xinjia Cynthia Yu,Xu Guo,Hongchao Jiang,Yanci Zhang,Yang Qiu,Robin Chung Leung Chan,Bo Huang,Zhiqi Shen:
  A Digitalized Clock Drawing Test to Enhance Dementia Screening Intentions in Asian Older Adults.CHI Extended Abstracts2025:42:1-42:11
• 
  [c172]
  Yunchuan Guan,Yu Liu,Ke Zhou,Hui Li,Sen Jia,Zhiqi Shen,Ziyang Wang,Xinglin Zhang,Tao Chen,Jenq-Neng Hwang,Lei Li:
  Learning an Efficient Optimizer via Hybrid-Policy Sub-Trajectory Balance.ECAI2025:5059-5066
• 
  [c171]
  Yibo Hu,Ping Chen,Zhiqi Shen:
  Pre-consultation Medical Assistant: An LLM-Based Support System for Physicians.HCI (82)2025:345-360
• 
  [c170]
  Yibowen Zhao,Yiming Cao,Zhiqi Shen,Juan Du,Yonghui Xu,Lizhen Cui,Cyril Leung:
  An Efficient Interaction Human-AI Synergy System Bridging Visual Awareness and Large Language Model for Intensive Care Units.HCI (77)2025:439-452
• 
  [c169]
  Honghao Fu,Hao Wang,Jing Jih Chin,Zhiqi Shen:
  BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction.ICASSP2025:1-5
• 
  [c168]
  Shibo Feng,Wanjin Feng,Xingyu Gao,Peilin Zhao,Zhiqi Shen:
  TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting.ICLR2025
• 
  [c167]
  Shuaicheng Niu,Guohao Chen,Peilin Zhao,Tianyi Wang,Pengcheng Wu,Zhiqi Shen:
  Self-Bootstrapping for Versatile Test-Time Adaptation.ICML2025
• 
  [c166]
  Yunfan Zhang,Hong Huang,Zhiwei Xiong,Zhiqi Shen,Guosheng Lin,Hao Wang,Nicolas Vun:
  Style-Consistent 3D Indoor Scene Synthesis with Decoupled Objects.IJCNN2025:1-8
• 
  [c165]
  Yunfan Zhang,Hong Huang,Zhiwei Xiong,Zhiqi Shen,Guosheng Lin,Hao Wang,Nicolas Vun:
  Style-Consistent 3D Indoor Scene Synthesis with Decoupled Objects.IJCNN2025:1-8
• 
  [c164]
  Yang Qiu,Yinan Zhang,Hongyu Zhou,Bo Huang,Zhiqi Shen:
  GreenBites: A Real-Time Diet Assistant for Sustainable Health and Eco-Friendly Living.WWW (Companion Volume)2025:2887-2890
• 
  [d1]
  Jiazheng Jing,Yinan Zhang,Ping Chen,Zhenchao Tao,Zhiqi Shen:
  Haodf Doctor Recommendation Dataset.IEEE DataPort,2025 
• 
  [i67]
  Yunfan Zhang,Zhiwei Xiong,Zhiqi Shen,Guosheng Lin,Hao Wang,Nicolas Vun:
  InsTex: Indoor Scenes Stylized Texture Synthesis.CoRRabs/2501.13969 (2025)
• 
  [i66]
  Yunchuan Guan,Yu Liu,Ke Zhou,Zhiqi Shen,Serge J. Belongie,Jenq-Neng Hwang,Lei Li:
  Learning to Learn Weight Generation via Trajectory Diffusion.CoRRabs/2502.01117 (2025)
• 
  [i65]
  Shibo Feng,Peilin Zhao,Liu Liu,Pengcheng Wu,Zhiqi Shen:
  HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting.CoRRabs/2502.08302 (2025)
• 
  [i64]
  Haochen Li,Wanjin Feng,Xin Zhou,Zhiqi Shen:
  GiFT: Gibbs Fine-Tuning for Code Generation.CoRRabs/2502.11466 (2025)
• 
  [i63]
  Shibo Feng,Wanjin Feng,Xingyu Gao,Peilin Zhao,Zhiqi Shen:
  TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting.CoRRabs/2503.05108 (2025)
• 
  [i62]
  Yongjie Wang,Jonathan Cyril Leung,Ming Chen,Zhiwei Zeng,Benny Toh Hsiang Tan,Yang Qiu,Zhiqi Shen:
  An Intelligent and Privacy-Preserving Digital Twin Model for Aging-in-Place.CoRRabs/2504.03798 (2025)
• 
  [i61]
  Shuaicheng Niu,Guohao Chen,Peilin Zhao,Tianyi Wang,Pengcheng Wu,Zhiqi Shen:
  Self-Bootstrapping for Versatile Test-Time Adaptation.CoRRabs/2504.08010 (2025)
• 
  [i60]
  Xin Zhou,Xiaoxiong Zhang,Dusit Niyato,Zhiqi Shen:
  Learning Item Representations Directly from Multimodal Features for Effective Recommendation.CoRRabs/2505.04960 (2025)
• 
  [i59]
  Yongjie Wang,Jonathan Leung,Zhiqi Shen:
  RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval.CoRRabs/2505.18541 (2025)
• 
  [i58]
  Yongjie Wang,Yibo Wang,Xin Zhou,Zhiqi Shen:
  Response Uncertainty and Probe Modeling: Two Sides of the Same Coin in LLM Interpretability?CoRRabs/2505.18575 (2025)
• 
  [i57]
  Jonathan Cyril Leung,Yongjie Wang,Zhiqi Shen:
  Knowledge Retrieval in LLM Gaming: A Shift from Entity-Centric to Goal-Oriented Graphs.CoRRabs/2505.18607 (2025)
• 
  [i56]
  Xin Zhou,Yongjie Wang,Zhiqi Shen:
  CM³: Calibrating Multimodal Recommendation.CoRRabs/2508.01226 (2025)
• 
  [i55]
  Hongyu Zhou,Yinan Zhang,Aixin Sun,Zhiqi Shen:
  Does Multimodality Improve Recommender Systems as Expected? A Critical Analysis and Future Directions.CoRRabs/2508.05377 (2025)
• 
  [i54]
  Xiaoxiong Zhang,Xin Zhou,Zhiwei Zeng,Dusit Niyato,Zhiqi Shen:
  Semantic Item Graph Enhancement for Multimodal Recommendation.CoRRabs/2508.06154 (2025)
• 
  [i53]
  Xiaoxiong Zhang,Xin Zhou,Zhiwei Zeng,Yongjie Wang,Dusit Niyato,Zhiqi Shen:
  EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation.CoRRabs/2508.16170 (2025)
• 
  [i52]
  Yunchuan Guan,Yu Liu,Ke Zhou,Zhiqi Shen,Jenq-Neng Hwang,Serge J. Belongie,Lei Li:
  Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy.CoRRabs/2509.13185 (2025)
• 
  [i51]
  Botai Yuan,Yutian Zhou,Yingjie Wang,Fushuo Huo,Yongcheng Jing,Li Shen,Ying Wei,Zhiqi Shen,Ziwei Liu,Tianwei Zhang,Jie Yang,Dacheng Tao:
  EchoBench: Benchmarking Sycophancy in Medical Large Vision-Language Models.CoRRabs/2509.20146 (2025)
• 
  [i50]
  Guohao Chen,Shuaicheng Niu,Deyu Chen,Jiahao Yang,Zitian Zhang,Mingkui Tan,Pengcheng Wu,Zhiqi Shen:
  ZeroSiam: An Efficient Siamese for Test-Time Entropy Optimization without Collapse.CoRRabs/2509.23183 (2025)
• 
  [i49]
  Xiao Yang,Xuejiao Zhao,Zhiqi Shen:
  Are Heterogeneous Graph Neural Networks Truly Effective? A Causal Perspective.CoRRabs/2510.05750 (2025)
• 
  [i48]
  Yongjie Wang,Yue Yu,Kaisong Song,Jun Lin,Zhiqi Shen:
  When Retrieval Succeeds and Fails: Rethinking Retrieval-Augmented Generation for LLMs.CoRRabs/2510.09106 (2025)
• 
  [i47]
  Minlin Zeng,Zhipeng Zhou,Yang Qiu,Zhiqi Shen:
  Towards Relaxed Multimodal Inputs for Gait-based Parkinson's Disease Assessment.CoRRabs/2510.15748 (2025)
• 
  [i46]
  Yunchuan Guan,Yu Liu,Ke Zhou,Hui Li,Sen Jia,Zhiqi Shen,Ziyang Wang,Xinglin Zhang,Tao Chen,Jenq-Neng Hwang,Lei Li:
  Learning an Efficient Optimizer via Hybrid-Policy Sub-Trajectory Balance.CoRRabs/2511.00543 (2025)
• 
  [i45]
  Xiao Yang,Xuejiao Zhao,Zhiqi Shen:
  EHRStruct: A Comprehensive Benchmark Framework for Evaluating Large Language Models on Structured Electronic Health Record Tasks.CoRRabs/2511.08206 (2025)
• 
  [i44]
  Yibowen Zhao,Yiming Cao,Zhiqi Shen,Juan Du,Yonghui Xu,Lizhen Cui,Cyril Leung:
  An Efficient Interaction Human-AI Synergy System Bridging Visual Awareness and Large Language Model for Intensive Care Units.CoRRabs/2512.09473 (2025)
• 2024
• 
  [j42]
  Yongheng Xing,Liang Hu,Xinqi Du,Zhiqi Shen,Juncheng Hu,Feng Wang:
  A privacy-preserving federated graph learning framework for threat detection in IoT trigger-action programming.Expert Syst. Appl.255:124724 (2024)
• 
  [j41]
  Ping Chen,Xinjia Yu,Su Fang Lim,Zhiqi Shen:
  Enhancing the Well-Being of Seniors: A Teachable Agent for Ikigai.Int. J. Crowd Sci.8(2):71-76 (2024)
• 
  [j40]
  Fanglin Zhu,Lizhen Cui,Yonghui Xu,Zhe Qu,Zhiqi Shen:
  A Survey of Personalized Medicine Recommendation.Int. J. Crowd Sci.8(2):77-82 (2024)
• 
  [j39]
  Hao Wang,Guosheng Lin,Ana Garcia del Molino,Anran Wang,Jiashi Feng,Zhiqi Shen:
  ManiCLIP: Multi-attribute Face Manipulation from Text.Int. J. Comput. Vis.132(10):4616-4632 (2024)
• 
  [j38]
  Yongheng Xing,Liang Hu,Xinqi Du,Zhiqi Shen,Juncheng Hu,Feng Wang:
  CCDF-TAP: A Context-Aware Conflict Detection Framework for IoT Trigger-Action Programming With Graph Neural Network.IEEE Internet Things J.11(19):31534-31544 (2024)
• 
  [j37]
  Lei Zhang,Yong Liu,Zhiwei Zeng,Yiming Cao,Xingyu Wu,Yonghui Xu,Zhiqi Shen,Lizhen Cui:
  Package Arrival Time Prediction via Knowledge Distillation Graph Neural Network.ACM Trans. Knowl. Discov. Data18(5):108:1-108:19 (2024)
• 
  [c163]
  Yi Dong,Yuxi Wang,Ruoxi Fan,Wenqi Ouyang,Zhiqi Shen,Peiran Ren,Xuansong Xie:
  ChromaFusionNet (CFNet): Natural Fusion of Fine-Grained Color Editing.AAAI2024:1591-1599
• 
  [c162]
  Lingzi Zhang,Xin Zhou,Zhiwei Zeng,Zhiqi Shen:
  Dual-View Whitening on Pre-trained Text Embeddings for Sequential Recommendation.AAAI2024:9332-9340
• 
  [c161]
  Yuliang Shi,Lin Cheng,Cheng Jiang,Hui Zhang,Guifeng Li,Xiaoli Tang,Han Yu,Zhiqi Shen,Cyril Leung:
  IBCA: An Intelligent Platform for Social Insurance Benefit Qualification Status Assessment.AAAI2024:22815-22823
• 
  [c160]
  Haochen Li,Xin Zhou,Zhiqi Shen:
  Rewriting the Code: A Simple Method for Large Language Model Augmented Code Search.ACL (1)2024:1371-1389
• 
  [c159]
  Haiyue Feng,Sixuan Du,Gaoxia Zhu,Yan Zou,Poh Boon Phua,Yuhong Feng,Haoming Zhong,Zhiqi Shen,Siyuan Liu:
  Leveraging Large Language Models for Automated Chinese Essay Scoring.AIED (1)2024:454-467
• 
  [c158]
  Yang Qiu,Ping Chen,Huiguo Zhang,Bo Huang,Di Wang,Zhiqi Shen:
  Engaging the Elderly in Exercise with Agents: A Gamified Stationary Bike System for Sarcopenia Management.AAMAS2024:2818-2820
• 
  [c157]
  Yixin Zhang,Xin Zhou,Fanglin Zhu,Ning Liu,Wei Guo,Yonghui Xu,Zhiqi Shen,Lizhen Cui:
  Multi-modal Food Recommendation with Health-aware Knowledge Distillation.CIKM2024:3279-3289
• 
  [c156]
  Bolin Zhang,Yimin Tian,Shengwei Wang,Zhiying Tu,Dianhui Chu,Zhiqi Shen:
  GongBu: Easily Fine-tuning LLMs for Domain-specific Adaptation.CIKM2024:5309-5313
• 
  [c155]
  Yongjie Wang,Xiaoqi Qiu,Yu Yue,Xu Guo,Zhiwei Zeng,Yuhong Feng,Zhiqi Shen:
  A Survey on Natural Language Counterfactual Generation.EMNLP (Findings)2024:4798-4818
• 
  [c154]
  Yang Qiu,Benny Toh Hsiang Tan,Vun Chan Hua Nicholas,Zhiqi Shen:
  The Impact of Playfulness Trait on Attitude and Intention Towards Gamified Health Behavior.HCI (47)2024:81-97
• 
  [c153]
  Zhiwei Xiong,Yunfan Zhang,Zhiqi Shen,Peiran Ren,Han Yu:
  Image Aesthetics Assessment Via Learnable Queries.ICASSP2024:2805-2809
• 
  [c152]
  Lingzi Zhang,Xin Zhou,Zhiwei Zeng,Zhiqi Shen:
  Are ID Embeddings Necessary? Whitening Pre-trained Text Embeddings for Effective Sequential Recommendation.ICDE2024:530-543
• 
  [c151]
  Zhiwei Xiong,Yunfan Zhang,Zhiqi Shen,Peiran Ren,Han Yu:
  Multi-modal Learnable Queries for Image Aesthetics Assessment.ICME2024:1-6
• 
  [c150]
  Bixiao Zeng,Xiaodong Yang,Yiqiang Chen,Zhiqi Shen,Hanchao Yu,Yingwei Zhang:
  FedES: Federated Early-Stopping for Hindering Memorizing Heterogeneous Label Noise.IJCAI2024:5416-5424
• 
  [c149]
  Yi Dong,Yuxi Wang,Zheng Fang,Wenqi Ouyang,Xianhui Lin,Zhiqi Shen,Peiran Ren,Xuansong Xie,Qingming Huang:
  MovingColor: Seamless Fusion of Fine-grained Video Color Enhancement.ACM Multimedia2024:7454-7463
• 
  [c148]
  Tianyi Wang,Mengxiao Huang,Harry Cheng,Xiao Zhang,Zhiqi Shen:
  LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks.ACM Multimedia2024:10515-10524
• 
  [c147]
  Jianan Zhou,Yaoxin Wu,Zhiguang Cao,Wen Song,Jie Zhang,Zhiqi Shen:
  Collaboration! Towards Robust Neural Methods for Routing Problems.NeurIPS2024
• 
  [c146]
  Yixin Zhang,Xin Zhou,Qianwen Meng,Fanglin Zhu,Yonghui Xu,Zhiqi Shen,Lizhen Cui:
  Multi-modal Food Recommendation Using Clustering and Self-supervised Learning.PRICAI (1)2024:269-281
• 
  [c145]
  Zhixiang Su,Yinan Zhang,Jiazheng Jing,Jie Xiao,Zhiqi Shen:
  Enabling Patient-side Disease Prediction via the Integration of Patient Narratives.WWW (Companion Volume)2024:581-584
• 
  [c144]
  Lingzi Zhang,Yinan Zhang,Xin Zhou,Zhiqi Shen:
  GreenRec: A Large-Scale Dataset for Green Food Recommendation.WWW (Companion Volume)2024:625-628
• 
  [i43]
  Haochen Li,Xin Zhou,Zhiqi Shen:
  Rewriting the Code: A Simple Method for Large Language Model Augmented Code Search.CoRRabs/2401.04514 (2024)
• 
  [i42]
  Yunfan Zhang,Hong Huang,Zhiwei Xiong,Zhiqi Shen,Guosheng Lin,Hao Wang,Nicholas Vun:
  Style-Consistent 3D Indoor Scene Synthesis with Decoupled Objects.CoRRabs/2401.13203 (2024)
• 
  [i41]
  Haochen Li,Jonathan Leung,Zhiqi Shen:
  Towards Goal-oriented Large Language Model Prompting: A Survey.CoRRabs/2401.14043 (2024)
• 
  [i40]
  Lingzi Zhang,Xin Zhou,Zhiwei Zeng,Zhiqi Shen:
  Are ID Embeddings Necessary? Whitening Pre-trained Text Embeddings for Effective Sequential Recommendation.CoRRabs/2402.10602 (2024)
• 
  [i39]
  Yongjie Wang,Tong Zhang,Xu Guo,Zhiqi Shen:
  Gradient based Feature Attribution in Explainable AI: A Technical Review.CoRRabs/2403.10415 (2024)
• 
  [i38]
  Zhiwei Xiong,Yunfan Zhang,Zhiqi Shen,Peiran Ren,Han Yu:
  Multi-modal Learnable Queries for Image Aesthetics Assessment.CoRRabs/2405.01326 (2024)
• 
  [i37]
  Zhixiang Su,Yinan Zhang,Jiazheng Jing,Jie Xiao,Zhiqi Shen:
  Enabling Patient-side Disease Prediction via the Integration of Patient Narratives.CoRRabs/2405.02935 (2024)
• 
  [i36]
  Honglei Zhang,Haoxuan Li,Jundong Chen,Sen Cui,Kunda Yan,Abudukelimu Wuerkaixi,Xin Zhou,Zhiqi Shen,Yidong Li:
  Beyond Similarity: Personalized Federated Recommendation with Composite Aggregation.CoRRabs/2406.03933 (2024)
• 
  [i35]
  Xiaoxiong Zhang,Zhiwei Zeng,Xin Zhou,Dusit Niyato,Zhiqi Shen:
  Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph.CoRRabs/2406.11943 (2024)
• 
  [i34]
  Xiaoxiong Zhang,Zhiwei Zeng,Xin Zhou,Dusit Niyato,Zhiqi Shen:
  Communication-Efficient Federated Knowledge Graph Embedding with Entity-Wise Top-K Sparsification.CoRRabs/2406.13225 (2024)
• 
  [i33]
  Yixin Zhang,Xin Zhou,Qianwen Meng,Fanglin Zhu,Yonghui Xu,Zhiqi Shen,Lizhen Cui:
  Multi-modal Food Recommendation using Clustering and Self-supervised Learning.CoRRabs/2406.18962 (2024)
• 
  [i32]
  Yongjie Wang,Xiaoqi Qiu,Yu Yue,Xu Guo,Zhiwei Zeng,Yuhong Feng,Zhiqi Shen:
  A Survey on Natural Language Counterfactual Generation.CoRRabs/2407.03993 (2024)
• 
  [i31]
  Xiaoxiong Zhang,Zhiwei Zeng,Xin Zhou,Zhiqi Shen:
  Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation.CoRRabs/2408.05748 (2024)
• 
  [i30]
  Yunchuan Guan,Yu Liu,Ketong Liu,Ke Zhou,Zhiqi Shen:
  Unsupervised Meta-Learning via Dynamic Head and Heterogeneous Task Construction for Few-Shot Classification.CoRRabs/2410.02267 (2024)
• 
  [i29]
  Jianan Zhou,Yaoxin Wu,Zhiguang Cao,Wen Song,Jie Zhang,Zhiqi Shen:
  Collaboration! Towards Robust Neural Methods for Routing Problems.CoRRabs/2410.04968 (2024)
• 
  [i28]
  Xin Zhou,Lei Zhang,Honglei Zhang,Yixin Zhang,Xiaoxiong Zhang,Jie Zhang,Zhiqi Shen:
  Advancing Sustainability via Recommender Systems: A Survey.CoRRabs/2411.07658 (2024)
• 
  [i27]
  Tianyi Wang,Mengxiao Huang,Harry Cheng,Xiao Zhang,Zhiqi Shen:
  LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks.CoRRabs/2411.17209 (2024)
• 
  [i26]
  Xiao Yang,Xuejiao Zhao,Zhiqi Shen:
  A Generalizable Anomaly Detection Method in Dynamic Graphs.CoRRabs/2412.16447 (2024)
• 2023
• 
  [j36]
  Yongwei Wang,Yuan Li,Zhiqi Shen,Yuhui Qiao:
  Reversing skin cancer adversarial examples by multiscale diffusive and denoising aggregation mechanism.Comput. Biol. Medicine164:107310 (2023)
• 
  [j35]
  Wei Zhou,Yong Liu,Min Li,Yu Wang,Zhiqi Shen,Liang Feng,Zexuan Zhu:
  Dynamic Multi-Objective Optimization Framework With Interactive Evolution for Sequential Recommendation.IEEE Trans. Emerg. Top. Comput. Intell.7(4):1228-1241 (2023)
• 
  [c143]
  Feiyu Yin,Yong Liu,Zhiqi Shen,Lisi Chen,Shuo Shang,Peng Han:
  Next POI Recommendation with Dynamic Graph and Explicit Dependency.AAAI2023:4827-4834
• 
  [c142]
  Qianwen Meng,Hangwei Qian,Yong Liu,Lizhen Cui,Yonghui Xu,Zhiqi Shen:
  MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series.AAAI2023:9153-9161
• 
  [c141]
  Yongwei Wang,Yong Liu,Zhiqi Shen:
  Revisiting Item Promotion in GNN-Based Collaborative Filtering: A Masked Targeted Topological Attack Perspective.AAAI2023:15206-15214
• 
  [c140]
  Ping Chen,Xinjia Yu,Su Fang Lim,Zhiqi Shen:
  A Teachable Agent to Enhance Elderly's Ikigai.AAMAS2023:2319-2321
• 
  [c139]
  Hongyu Qiu,Yongwei Wang,Yonghui Xu,Lizhen Cui,Zhiqi Shen:
  FedCIO: Efficient Exact Federated Unlearning with Clustering, Isolation, and One-shot Aggregation.IEEE Big Data2023:5559-5568
• 
  [c138]
  Jiazheng Jing,Yinan Zhang,Xin Zhou,Zhiqi Shen:
  Capturing Popularity Trends: A Simplistic Non-Personalized Approach for Enhanced Item Recommendation.CIKM2023:1014-1024
• 
  [c137]
  Lei Zhang,Mingliang Wang,Xin Zhou,Xingyu Wu,Yiming Cao,Yonghui Xu,Lizhen Cui,Zhiqi Shen:
  Dual Graph Multitask Framework for Imbalanced Delivery Time Estimation.DASFAA (4)2023:606-618
• 
  [c136]
  Hongyu Zhou,Xin Zhou,Lingzi Zhang,Zhiqi Shen:
  Enhancing Dyadic Relations with Homogeneous Graphs for Multimodal Recommendation.ECAI2023:3123-3130
• 
  [c135]
  Yige Xu,Zhiwei Zeng,Zhiqi Shen:
  Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition.EMNLP (Findings)2023:11654-11666
• 
  [c134]
  Lei Zhang,Xin Zhou,Zhiwei Zeng,Yiming Cao,Yonghui Xu,Mingliang Wang,Xingyu Wu,Yong Liu,Lizhen Cui,Zhiqi Shen:
  Delivery Time Prediction Using Large-Scale Graph Structure Learning Based on Quantile Regression.ICDE2023:3403-3416
• 
  [c133]
  Zhiwei Xiong,Han Yu,Zhiqi Shen:
  Federated Learning for Personalized Image Aesthetics Assessment.ICME2023:336-341
• 
  [c132]
  Shipeng Wang,Qingzhong Li,Lizhen Cui,Yali Jiang,Zhiqi Shen,Han Yu:
  CSP-RM: Reputation Management Decision Support for Crowdsourcing Service Providers.ICWS2023:161-169
• 
  [c131]
  Xin Zhou,Zhiqi Shen:
  A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation.ACM Multimedia2023:935-943
• 
  [c130]
  Xin Zhou,Jinglong Wang,Yong Liu,Xingyu Wu,Zhiqi Shen,Cyril Leung:
  Inductive Graph Transformer for Delivery Time Estimation.WSDM2023:679-687
• 
  [i25]
  Hongyu Zhou,Xin Zhou,Zhiqi Shen:
  Enhancing Dyadic Relations with Homogeneous Graphs for Multimodal Recommendation.CoRRabs/2301.12097 (2023)
• 
  [i24]
  Hongyu Zhou,Xin Zhou,Zhiwei Zeng,Lingzi Zhang,Zhiqi Shen:
  A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions.CoRRabs/2302.04473 (2023)
• 
  [i23]
  Lei Zhang,Mingliang Wang,Xin Zhou,Xingyu Wu,Yiming Cao,Yonghui Xu,Lizhen Cui,Zhiqi Shen:
  Dual Graph Multitask Framework for Imbalanced Delivery Time Estimation.CoRRabs/2302.07429 (2023)
• 
  [i22]
  Lingzi Zhang,Xin Zhou,Zhiqi Shen:
  Multimodal Pre-training Framework for Sequential Recommendation via Contrastive Learning.CoRRabs/2303.11879 (2023)
• 
  [i21]
  Yunfan Zhang,Hao Wang,Guosheng Lin,Vun Chan Hua Nicholas,Zhiqi Shen,Chunyan Miao:
  StarNet: Style-Aware 3D Point Cloud Generation.CoRRabs/2303.15805 (2023)
• 
  [i20]
  Xiao Yang,Xuejiao Zhao,Zhiqi Shen:
  Unifying gradient regularization for Heterogeneous Graph Neural Networks.CoRRabs/2305.15811 (2023)
• 
  [i19]
  Qianwen Meng,Hangwei Qian,Yong Liu,Yonghui Xu,Zhiqi Shen,Lizhen Cui:
  Unsupervised Representation Learning for Time Series: A Review.CoRRabs/2308.01578 (2023)
• 
  [i18]
  Jiazheng Jing,Yinan Zhang,Xin Zhou,Zhiqi Shen:
  Capturing Popularity Trends: A Simplistic Non-Personalized Approach for Enhanced Item Recommendation.CoRRabs/2308.08799 (2023)
• 
  [i17]
  Zhiwei Xiong,Yunfan Zhang,Zhiqi Shen,Peiran Ren,Han Yu:
  Image Aesthetics Assessment via Learnable Queries.CoRRabs/2309.02861 (2023)
• 
  [i16]
  Yige Xu,Zhiwei Zeng,Zhiqi Shen:
  Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition.CoRRabs/2310.14614 (2023)
• 
  [i15]
  Honghao Fu,Zhiqi Shen,Jing Jih Chin,Hao Wang:
  BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction.CoRRabs/2312.14871 (2023)
• 2022
• 
  [c129]
  Xiaoning Zong,Yong Liu,Yonghui Xu,Yixin Zhang,Zhiqi Shen,Yonghua Yang,Lizhen Cui:
  SAER: Sentiment-Opinion Alignment Explainable Recommendation.DASFAA (2)2022:315-322
• 
  [i14]
  Yongwei Wang,Yong Liu,Zhiqi Shen:
  Revisiting Item Promotion in GNN-based Collaborative Filtering: A Masked Targeted Topological Attack Perspective.CoRRabs/2208.09979 (2022)
• 
  [i13]
  Xin Zhou,Jinglong Wang,Yong Liu,Xingyu Wu,Zhiqi Shen,Cyril Leung:
  Inductive Graph Transformer for Delivery Time Estimation.CoRRabs/2211.02863 (2022)
• 
  [i12]
  Qianwen Meng,Hangwei Qian,Yong Liu,Yonghui Xu,Zhiqi Shen,Lizhen Cui:
  MHCCL: Masked Hierarchical Cluster-wise Contrastive Learning for Multivariate Time Series.CoRRabs/2212.01141 (2022)
• 
  [i11]
  Shipeng Wang,Qingzhong Li,Lizhen Cui,Zhongmin Yan,Yonghui Xu,Zhuan Shi,Zhiqi Shen,Han Yu:
  Towards AI-Empowered Crowdsourcing.CoRRabs/2212.14676 (2022)
• 2021
• 
  [j34]
  Hao Zhang,Zhiqi Shen,Siyuan Liu,Dazhong Yuan,Chunyan Miao:
  Ping Pong: An Exergame for Cognitive Inhibition Training.Int. J. Hum. Comput. Interact.37(12):1104-1115 (2021)
• 
  [c128]
  Chang Liu,Han Yu,Boyang Li,Zhiqi Shen,Zhanning Gao,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Noise-Resistant Deep Metric Learning With Ranking-Based Instance Selection.CVPR2021:6811-6820
• 
  [c127]
  Zhengxiang Pan,Yaming Zhang,Hao Zhang,Zhiqi Shen:
  Coaching Older Adults in Health Games: A Goal Oriented Modelling Approach.HCI (14)2021:424-442
• 
  [c126]
  Huiguo Zhang,Yonghui Xu,Jun Lin,Weiming Li,Zhiqi Shen:
  A Serious Mobile Game for Neurodegenerative Diseases Rehabilitation and Risk Estimation.ICCSE2021:103-107
• 
  [c125]
  Yong Liu,Zhiqi Shen,Yinan Zhang,Lizhen Cui:
  Diversity-Promoting Deep Reinforcement Learning for Interactive Recommendation.ICCSE2021:132-139
• 
  [c124]
  Chang Liu,Han Yu,Zhiqi Shen,Ian Dixon,Yingxue Yu,Zhanning Gao,Pan Wang,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Enhancing Viewing Experience of Generated Visual Storylines for Promotional Videos.ICME2021:1-6
• 
  [c123]
  Jonathan Leung,Zhiqi Shen,Zhiwei Zeng,Chunyan Miao:
  Goal Modelling for Deep Reinforcement Learning Agents.ECML/PKDD (1)2021:271-286
• 
  [i10]
  Chang Liu,Han Yu,Boyang Li,Zhiqi Shen,Zhanning Gao,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Noise-resistant Deep Metric Learning with Ranking-based Instance Selection.CoRRabs/2103.16047 (2021)
• 
  [i9]
  Chang Liu,Han Yu,Boyang Li,Zhiqi Shen,Zhanning Gao,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Noise-Resistant Deep Metric Learning with Probabilistic Instance Filtering.CoRRabs/2108.01431 (2021)
• 2020
• 
  [c122]
  Chang Liu,Han Yu,Yi Dong,Zhiqi Shen,Yingxue Yu,Ian Dixon,Zhanning Gao,Pan Wang,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Generating Engaging Promotional Videos for E-commerce Platforms (Student Abstract).AAAI2020:13865-13866
• 
  [c121]
  Zhiwei Zeng,Zhiqi Shen,Jing Jih Chin,Cyril Leung,Yu Wang,Ying Chi,Chunyan Miao:
  Explainable and Contextual Preferences based Decision Making with Assumption-based Argumentation for Diagnostics and Prognostics of Alzheimer's Disease.AAMAS2020:2071-2073
• 
  [c120]
  Chang Liu,Zhao Yong Lim,Han Yu,Zhiqi Shen,Ian Dixon,Zhanning Gao,Pan Wang,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  An AI-empowered Visual Storyline Generator.IJCAI2020:5267-5269
• 
  [c119]
  Zhiwei Zeng,Hongchao Jiang,Yanci Zhang,Zhiqi Shen,Jun Ji,Martin J. McKeown,Jing Jih Chin,Cyril Leung,Chunyan Miao:
  A Gamified Assessment Platform for Predicting the Risk of Dementia +Parkinson's disease (DPD) Co-Morbidity.IJCAI2020:5297-5299
• 
  [c118]
  Zhiwei Zeng,Zhiqi Shen,Benny Toh Hsiang Tan,Jing Jih Chin,Cyril Leung,Yu Wang,Ying Chi,Chunyan Miao:
  Explainable and Argumentation-based Decision Making with Qualitative Preferences for Diagnostics and Prognostics of Alzheimer's Disease.KR2020:816-826
• 
  [p1]
  Yiqiang Chen,Xiaodong Yang,Xin Qin,Han Yu,Piu Chan,Zhiqi Shen:
  Dealing with Label Quality Disparity in Federated Learning.Federated Learning2020:108-121
• 
  [i8]
  Yiqiang Chen,Xiaodong Yang,Xin Qin,Han Yu,Biao Chen,Zhiqi Shen:
  FOCUS: Dealing with Label Quality Disparity in Federated Learning.CoRRabs/2001.11359 (2020)

• 2019
• 
  [c117]
  Zhiwei Zeng,Chunyan Miao,Cyril Leung,Zhiqi Shen,Jing Jih Chin:
  Computing Argumentative Explanations in Bipolar Argumentation Frameworks.AAAI2019:10079-10080
• 
  [c116]
  Han Yu,Zhiqi Shen,Lizhen Cui,Yongqing Zheng,Victor R. Lesser:
  Ethically Aligned Multi-agent Coordination to Enhance Social Welfare.AAMAS2019:2300-2302
• 
  [c115]
  Hao Zhang,Qiong Wu,Chunyan Miao,Zhiqi Shen,Cyril Leung:
  Towards Age-friendly Exergame Design: The Role of Familiarity.CHI PLAY2019:45-57
• 
  [c114]
  Chang Liu,Yi Dong,Han Yu,Zhiqi Shen,Zhanning Gao,Pan Wang,Changgong Zhang,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Generating Persuasive Visual Storylines for Promotional Videos.CIKM2019:901-910
• 
  [c113]
  Hao Zhang,Chunyan Miao,Qiong Wu,Xuehong Tao,Zhiqi Shen:
  The Effect of Familiarity on Older Adults' Engagement in Exergames.HCI (28)2019:277-288
• 
  [c112]
  Jonathan Leung,Zhiqi Shen,Chunyan Miao:
  Goal-Oriented Modelling for Virtual Assistants.ICA2019:73-76
• 
  [c111]
  Yi Dong,Chang Liu,Zhiqi Shen,Han Yu,Zhanning Gao,Pan Wang,Changgong Zhang,Peiran Ren,Xuansong Xie:
  Personalized Video Summarization with Idiom Adaptation.ACM Multimedia2019:1041-1043
• 
  [c110]
  Yi Dong,Chang Liu,Zhiqi Shen,Zhanning Gao,Pan Wang,Changgong Zhang,Peiran Ren,Xuansong Xie,Han Yu,Qingming Huang:
  Domain Specific and Idiom Adaptive Video Summarization.MMAsia2019:49:1-49:6
• 
  [i7]
  Chang Liu,Yi Dong,Han Yu,Zhiqi Shen,Zhanning Gao,Pan Wang,Changgong Zhang,Peiran Ren,Xuansong Xie,Lizhen Cui,Chunyan Miao:
  Generating Persuasive Visual Storylines for Promotional Videos.CoRRabs/1908.11588 (2019)
• 2018
• 
  [j33]
  Jun Lin,Han Yu,Zhengxiang Pan,Zhiqi Shen,Lizhen Cui:
  Towards data-driven software engineering skills assessment.Int. J. Crowd Sci.2(2):123-135 (2018)
• 
  [j32]
  Zhiqi Shen,Han Yu,Ling Yu,Chunyan Miao,Yiqiang Chen,Victor R. Lesser:
  Dynamic Generation of Internet of Things Organizational Structures Through Evolutionary Computing.IEEE Internet Things J.5(2):943-954 (2018)
• 
  [c109]
  Xinjia Yu,Lei Meng,Xiaohai Tian,Simon Fauvel,Bo Huang,Yunqing Guan,Zhiqi Shen,Chunyan Miao,Cyril Leung:
  Usability Analysis of the Novel Functions to Assist the Senior Customers in Online Shopping.HCI (13)2018:173-185
• 
  [c108]
  Siyuan Liu,Chunyan Miao,Martin J. McKeown,Jun Ji,Zhiqi Shen,Cyril Leung:
  Pumpkin Garden: A Mobile Game Platform for Monitoring Parkinson's Disease Symptoms.HCI (27)2018:546-560
• 
  [c107]
  Jun Lin,Zhiqi Shen,Anting Zhang,Yueting Chai:
  Blockchain and IoT based Food Traceability for Smart Agriculture.ICCSE2018:3:1-3:6
• 
  [c106]
  Zhiwei Zeng,Simon Fauvel,Benny Toh Hsiang Tan,Di Wang,Yang Qiu,Pamela Chew Oi Khuan,Cyril Leung,Zhiqi Shen,Jing Jih Chin:
  Towards Long-term Tracking and Detection of Early Dementia: A Computerized Cognitive Test Battery with Gamification.ICCSE2018:30:1-30:10
• 
  [c105]
  Han Yu,Zhiqi Shen,Chunyan Miao,Cyril Leung,Victor R. Lesser,Qiang Yang:
  Building Ethics into Artificial Intelligence.IJCAI2018:5527-5533
• 
  [c104]
  Jianfei Shen,Yiqiang Chen,Zhiqi Shen,Siyuan Liu:
  A Two-Stage Incremental Update Method for Fall Detection with Wearable Device.SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI2018:364-371
• 
  [i6]
  Jindong Wang,Yiqiang Chen,Shuji Hao,Wenjie Feng,Zhiqi Shen:
  Balanced Distribution Adaptation for Transfer Learning.CoRRabs/1807.00516 (2018)
• 
  [i5]
  Han Yu,Zhiqi Shen,Chunyan Miao,Cyril Leung,Victor R. Lesser,Qiang Yang:
  Building Ethics into Artificial Intelligence.CoRRabs/1812.02953 (2018)
• 2017
• 
  [j31]
  Huan Qi,Zhenyu Guo,Xun Chen,Zhiqi Shen,Z. Jane Wang:
  Video-based human heart rate measurement using joint blind source separation.Biomed. Signal Process. Control.31:309-320 (2017)
• 
  [j30]
  Jian-Ping Mei,Han Yu,Zhiqi Shen,Chunyan Miao:
  A social influence based trust model for recommender systems.Intell. Data Anal.21(2):263-277 (2017)
• 
  [j29]
  Zhiwei Zeng,Chunyan Miao,Cyril Leung,Zhiqi Shen:
  Computerizing Trail Making Test for long-term cognitive self-assessment.Int. J. Crowd Sci.1(1):83-99 (2017)
• 
  [j28]
  Jun Lin,Zhiqi Shen,Chunyan Miao,Siyuan Liu:
  Using blockchain to build trusted LoRaWAN sharing server.Int. J. Crowd Sci.1(3):270-280 (2017)
• 
  [c103]
  Xiaohai Tian,Lei Meng,Siyuan Liu,Zhiqi Shen,Eng Siong Chng,Cyril Leung,Frank Guan,Chunyan Miao:
  Novel Functional Technologies for Age-Friendly E-commerce.HCI (28)2017:150-158
• 
  [c102]
  Han Yu,Zhiqi Shen,Simon Fauvel,Lizhen Cui:
  Efficient scheduling in crowdsourcing based on workers' mood.ICA2017:121-126
• 
  [c101]
  Jun Lin,Zhiqi Shen,Chunyan Miao:
  Using Blockchain Technology to Build Trust in Sharing LoRaWAN IoT.ICCSE2017:38-43
• 
  [c100]
  Kaiyu Feng,Zhiqi Shen:
  Compressing Trajectory for Trajectory Indexing.ICCSE2017:68-71
• 
  [c99]
  Lei Meng,Nguyen Quy Hy,Xiaohai Tian,Zhiqi Shen,Eng Siong Chng,Frank Yunqing Guan,Chunyan Miao,Cyril Leung:
  Towards Age-friendly E-commerce Through Crowd-Improved Speech Recognition, Multimodal Search, and Personalized Speech Feedback.ICCSE2017:127-135
• 
  [c98]
  Jindong Wang,Yiqiang Chen,Shuji Hao,Wenjie Feng,Zhiqi Shen:
  Balanced Distribution Adaptation for Transfer Learning.ICDM2017:1129-1134
• 
  [c97]
  Xiuyi Fan,Huiguo Zhang,Cyril Leung,Zhiqi Shen:
  Robust unobtrusive fall detection using infrared array sensors.MFI2017:194-199
• 2016
• 
  [j27]
  Chunyan Miao,Han Yu,Zhiqi Shen,Cyril Leung:
  Balancing quality and budget considerations in mobile crowdsourcing.Decis. Support Syst.90:56-64 (2016)
• 
  [c96]
  Han Yu,Chunyan Miao,Zhiqi Shen,Jun Lin,Cyril Leung,Qiang Yang:
  Infusing Human Factors into Algorithmic Crowdsourcing.AAAI2016:4062-4064
• 
  [c95]
  Zhiqi Shen,Han Yu,Chunyan Miao,Siyao Li,Yiqiang Chen:
  Multi-Agent System Development MADE Easy.AAAI2016:4391-4392
• 
  [c94]
  Han Yu,Chunyan Miao,Siyuan Liu,Zhengxiang Pan,Nur Syahidah Bte Khalid,Zhiqi Shen,Cyril Leung:
  Productive Aging through Intelligent Personalized Crowdsourcing.AAAI2016:4405-
• 
  [c93]
  Siyuan Liu,Zhiqi Shen,Han Yu,Han Lin,Zhengjin Guo,Zhengxiang Pan,Chunyan Miao,Cyril Leung:
  A Kinect-based Interactive Game to Improve the Cognitive Inhibition of the Elderly: (Demonstration).AAMAS2016:1479-1481
• 
  [c92]
  Wenjing He,Jun Lin,Xinjia Yu,Zhiqi Shen,Chunyan Miao:
  An FCM-based Personalized Affective Model for Agile Software Development.SEKE2016:75-80
• 
  [c91]
  Xinlong Jiang,Yiqiang Chen,Junfa Liu,Yang Gu,Lisha Hu,Zhiqi Shen:
  Heterogeneous Data Driven Manifold Regularization Model for Fingerprint Calibration Reduction.UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld2016:74-81
• 
  [c90]
  Lisha Hu,Yiqiang Chen,Shuangquan Wang,Jindong Wang,Jianfei Shen,Xinlong Jiang,Zhiqi Shen:
  Less Annotation on Personalized Activity Recognition Using Context Data.UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld2016:327-332
• 2015
• 
  [c89]
  Han Yu,Chunyan Miao,Zhiqi Shen,Cyril Leung,Yiqiang Chen,Qiang Yang:
  Efficient Task Sub-Delegation for Crowdsourcing.AAAI2015:1305-1312
• 
  [c88]
  Ailiya Borjigin,Chunyan Miao,Su Fang Lim,Siyao Li,Zhiqi Shen:
  Teachable Agents with Intrinsic Motivation.AIED2015:34-43
• 
  [c87]
  Han Yu,Han Lin,Su Fang Lim,Jun Lin,Zhiqi Shen,Chunyan Miao:
  Empirical Analysis of Reputation-aware Task Delegation by Humans from a Multi-agent Game.AAMAS2015:1687-1688
• 
  [c86]
  Han Yu,Chunyan Miao,Zhiqi Shen,Cyril Leung:
  Quality and Budget Aware Task Allocation for Spatial Crowdsourcing.AAMAS2015:1689-1690
• 
  [c85]
  Jun Lin,Han Yu,Chunyan Miao,Zhiqi Shen:
  An Affective Agent for Studying Composite Emotions.AAMAS2015:1947-1948
• 
  [c84]
  Ailiya Borjigin,Chunyan Miao,Zhiqi Shen,Zhiwei Zeng:
  Skill Assessment Using Behavior Data in Virtual World.EDM2015:570-571
• 
  [c83]
  Matthias Chan Yong Shun,Miao-Chun Yan,Zhiqi Shen,Bo An:
  Learning Personality Modeling for Regulating Learning Feedback.ICALT2015:355-357
• 
  [c82]
  Boyang Li,Han Yu,Zhiqi Shen,Lizhen Cui,Victor R. Lesser:
  An Evolutionary Framework for Multi-agent Organizations.WI-IAT (2)2015:35-38
• 
  [c81]
  Han Lin,Jinghua Hou,Han Yu,Zhiqi Shen,Chunyan Miao:
  An Agent-Based Game Platform for Exercising People's Prospective Memory.WI-IAT (3)2015:235-236
• 
  [c80]
  Qizhen Yang,Zhiqi Shen:
  Active Aging in the Workplace and the Role of Intelligent Technologies.WI-IAT (2)2015:391-394
• 2014
• 
  [j26]
  Han Yu,Zhiqi Shen,Chunyan Miao,Bo An,Cyril Leung:
  Filtering trust opinions through reinforcement learning.Decis. Support Syst.66:102-113 (2014)
• 
  [j25]
  Haoming Zhong,Chunyan Miao,Zhiqi Shen,Yuhong Feng:
  Comparing the learning effectiveness of BP, ELM, I-ELM, and SVM for corporate credit ratings.Neurocomputing128:285-295 (2014)
• 
  [c79]
  Han Yu,Chunyan Miao,Bo An,Zhiqi Shen,Cyril Leung:
  Reputation-aware task allocation for human trustees.AAMAS2014:357-364
• 
  [c78]
  Han Yu,Xinjia Yu,Su Fang Lim,Jun Lin,Zhiqi Shen,Chunyan Miao:
  A multi-agent game for studying human decision-making.AAMAS2014:1661-1662
• 
  [c77]
  Yundong Cai,Zhiqi Shen,Siyuan Liu,Han Yu,Xiaogang Han,Jun Ji,Martin J. McKeown,Cyril Leung,Chunyan Miao:
  An agent-based game for the predictive diagnosis of parkinson's disease.AAMAS2014:1663-1664
• 
  [c76]
  Xuehong Tao,Yuan Miao,Yanchun Zhang,Zhiqi Shen:
  Collaborative medical diagnosis through Fuzzy Petri Net based agent argumentation.FUZZ-IEEE2014:1197-1204
• 
  [c75]
  Siyuan Liu,Zhiqi Shen,Martin J. McKeown,Cyril Leung,Chunyan Miao:
  A fuzzy logic based Parkinson's Disease risk predictor.FUZZ-IEEE2014:1624-1631
• 
  [c74]
  Su Fang Lim,Ailiya,Chunyan Miao,Zhiqi Shen:
  Persuasive Teachable Agent with Goal Net.ICALT2014:461-463
• 
  [c73]
  Zhenyu Guo,Z. Jane Wang,Zhiqi Shen:
  Physiological parameter monitoring of drivers based on video data and independent vector analysis.ICASSP2014:4374-4378
• 
  [c72]
  Jun Lin,Han Yu,Zhiqi Shen,Chunyan Miao:
  Studying task allocation decisions of novice agile teams with data from agile project management tools.ASE2014:689-694
• 
  [c71]
  Jian-Ping Mei,Han Yu,Yong Liu,Zhiqi Shen,Chunyan Miao:
  A Social Trust Model Considering Trustees' Influence.PRIMA2014:357-364
• 
  [c70]
  Jun Lin,Han Yu,Zhiqi Shen,Chunyan Miao:
  Using goal net to model user stories in agile software development.SNPD2014:1-6
• 
  [i4]
  Jun Lin,Han Yu,Zhiqi Shen:
  Identifying Talented Software Engineering Students through Data-driven Skill Assessment.CoRRabs/1411.6197 (2014)
• 
  [i3]
  Jun Lin,Han Yu,Zhiqi Shen:
  An Empirical Analysis of Task Allocation in Scrum-based Agile Programming.CoRRabs/1411.6201 (2014)
• 
  [i2]
  Zhiqi Shen,Ling Yu,Han Yu:
  An Evolutionary Approach for Optimizing Hierarchical Multi-Agent System Organization.CoRRabs/1411.6202 (2014)
• 
  [i1]
  Han Yu,Zhiqi Shen,Qiong Wu,Chunyan Miao:
  Designing Socially Intelligent Virtual Companions.CoRRabs/1411.7090 (2014)
• 2013
• 
  [j24]
  Han Yu,Zhiqi Shen,Cyril Leung,Chunyan Miao,Victor R. Lesser:
  A Survey of Multi-Agent Trust Management Systems.IEEE Access1:35-50 (2013)
• 
  [j23]
  Huiliang Zhang,Xudong Luo,Chunyan Miao,Zhiqi Shen,Jin You:
  Adaptive goal selection for agents in dynamic environments.Knowl. Inf. Syst.37(3):665-692 (2013)
• 
  [c69]
  Han Yu,Zhiqi Shen,Cyril Leung:
  Bringing reputation-awareness into crowdsourcing.ICICS2013:1-5
• 
  [c68]
  Qiong Wu,Xiaogang Han,Han Yu,Zhiqi Shen,Chunyan Miao:
  The innovative application of learning companions in virtual singapura.AAMAS2013:1171-1172
• 
  [c67]
  Han Yu,Zhiqi Shen,Chunyan Miao,Bo An:
  A reputation-aware decision-making approach for improving the efficiency of crowdsourcing systems.AAMAS2013:1315-1316
• 
  [c66]
  Qiong Wu,Zhiqi Shen,Cyril Leung,Huiguo Zhang,Ailiya,Yundong Cai,Chunyan Miao:
  Internet of Things Based Data Driven Storytelling for Supporting Social Connections.GreenCom/iThings/CPScom2013:383-390
• 
  [c65]
  Han Yu,Zhiqi Shen,Cyril Leung:
  From Internet of Things to Internet of Agents.GreenCom/iThings/CPScom2013:1054-1057
• 
  [c64]
  Su Fang Lim,Matthias Chan,Ailiya,Chunyan Miao,Zhiqi Shen:
  Persuasive Teachable Agent User Modeling.ICALT2013:307-308
• 
  [c63]
  Su Fang Lim,Ailiya,Chunyan Miao,Zhiqi Shen:
  The Design of Persuasive Teachable Agent.ICALT2013:382-384
• 2012
• 
  [j22]
  Xudong Luo,Chunyan Miao,Nicholas R. Jennings,Minghua He,Zhiqi Shen,Minjie Zhang:
  Kemnad: a Knowledge Engineering Methodology for Negotiating Agent Development.Comput. Intell.28(1):51-105 (2012)
• 
  [j21]
  Guopeng Zhao,Ailiya,Zhiqi Shen:
  Learning-by-Teaching: Designing Teachable Agents with Intrinsic Motivation.J. Educ. Technol. Soc.15(4):62-74 (2012)
• 
  [c62]
  Qiong Wu,Chunyan Miao,Zhiqi Shen:
  A curious learning companion in Virtual Learning Environment.FUZZ-IEEE2012:1-8
• 
  [c61]
  Han Yu,Zhiqi Shen,Chunyan Miao,Bo An:
  Challenges and Opportunities for Trust Management in Crowdsourcing.IAT2012:486-493
• 
  [c60]
  Yin Leng Theng,Lynette Ying Qin Goh,Natalie Lee-San Pang,Yundong Cai,Sufang Lim,Chunyan Miao,Zhiqi Shen,Gladys Sau-Mei Theng:
  Towards an Integrated Design of Digital Library and Virtual Museum in the Heritage Preservation of the Chinese "Qipao".ICADL2012:342-343
• 
  [c59]
  Ailiya,Chunyan Miao,Zhiqi Shen:
  Authoring Educational Games through Affective Teachable Agent.ICALT2012:102-104
• 
  [c58]
  Han Yu,Zhiqi Shen,Bo An:
  An Adaptive Witness Selection Method for Reputation-Based Trust Models.PRIMA2012:184-198
• 2011
• 
  [j20]
  Hengjie Song,Chunyan Miao,Zhiqi Shen,Roel Wuyts,Maja D'Hondt,Francky Catthoor:
  A probabilistic fuzzy approach to modeling nonlinear systems.Neurocomputing74(6):1008-1025 (2011)
• 
  [j19]
  Hengjie J. Song,Chunyan Miao,Roel Wuyts,Zhiqi Shen,Maja D'Hondt,Francky Catthoor:
  An Extension to Fuzzy Cognitive Maps for Classification and Prediction.IEEE Trans. Fuzzy Syst.19(1):116-135 (2011)
• 
  [j18]
  Zhiqi Shen,Han Yu,Chunyan Miao,Jianshu Weng:
  Trust-based web service selection in virtual communities.Web Intell. Agent Syst.9(3):227-238 (2011)
• 
  [c57]
  Chao Wang,Zhiqi Shen:
  Local Sensitive Frontier Analysis based facial expression recognition.ICICS2011:1-4
• 
  [c56]
  Hengjie Song,Chunyan Miao,Zhiqi Shen:
  Generating True Relevance Labels in Chinese Search Engine Using Clickthrough Data.AAAI2011:1230-1236
• 
  [c55]
  Yundong Cai,Zhiqi Shen:
  Learning by Playing in Agent-Oriented Virtual Learning Environment.AEGS2011:79-93
• 
  [c54]
  Han Yu,Zhiqi Shen,Chunyan Miao,Ah-Hwee Tan:
  A simple curious agent to help people be curious.AAMAS2011:1159-1160
• 
  [c53]
  Ling Yu,Zhiqi Shen,Chunyan Miao,Victor R. Lesser:
  Genetic algorithm aided optimization of hierarchical multiagent system organization.AAMAS2011:1169-1170
• 
  [c52]
  Huiliang Zhang,Zhiqi Shen,Chunyan Miao:
  Train Fuzzy Cognitive Maps by gradient residual algorithm.FUZZ-IEEE2011:1815-1821
• 
  [c51]
  Ailiya,Zhiqi Shen,Chunyan Miao:
  Affective Teachable Agent in VLE: A Goal Oriented Approach.ICALT2011:110-114
• 
  [c50]
  Yundong Cai,Zhiqi Shen,Chunyan Miao:
  Agent-Oriented Methodology for Interactive Storytelling (AOMIS).ICIDS2011:25-30
• 
  [c49]
  Yiqiang Chen,Mingjie Liu,Junfa Liu,Zhiqi Shen,Wei Pan:
  Slideshow: Gesture-aware PPT presentation.ICME2011:1-4
• 
  [c48]
  Q. Z. Yang,Y. Z. Sheng,Zhiqi Shen:
  Agent-based simulation of economic sustainability in waste-to-material recovery.IEEM2011:1150-1154
• 
  [c47]
  Zhongtang Zhao,Yiqiang Chen,Junfa Liu,Zhiqi Shen,Mingjie Liu:
  Cross-People Mobile-Phone Based Activity Recognition.IJCAI2011:2545-2550
• 2010
• 
  [j17]
  Yundong Cai,Chunyan Miao,Ah-Hwee Tan,Zhiqi Shen,Boyang Li:
  Creating an Immersive Game World with Evolutionary Fuzzy Cognitive Maps.IEEE Computer Graphics and Applications30(2):58-70 (2010)
• 
  [j16]
  Dong Huang,Zhiqi Shen,Chunyan Miao,Cyril Leung:
  Resource Allocation in MU-OFDM Cognitive Radio Systems with Partial Channel State Information.EURASIP J. Wirel. Commun. Netw.2010 (2010)
• 
  [j15]
  Tao Qin,Cyril Leung,Chunyan Miao,Zhiqi Shen:
  Resource Allocation in a Cognitive Radio System with Imperfect Channel State Estimation.J. Electr. Comput. Eng.2010:419430:1-419430:5 (2010)
• 
  [j14]
  Hengjie Song,Chunyan Miao,Zhiqi Shen,Roel Wuyts,Maja D'Hondt,Francky Catthoor:
  Design of fuzzy cognitive maps using neural networks for predicting chaotic time series.Neural Networks23(10):1264-1275 (2010)
• 
  [j13]
  Han Yu,Zhiqi Shen,Chunyan Miao,Cyril Leung,Dusit Niyato:
  A Survey of Trust and Reputation Management Systems in Wireless Communications.Proc. IEEE98(10):1755-1772 (2010)
• 
  [j12]
  Ailiya,Zhiqi Shen,Chunyan Miao:
  An Emotional Agent in Virtual Learning Environment.Trans. Edutainment4:22-33 (2010)
• 
  [j11]
  Yuan Miao,Chunyan Miao,Xuehong Tao,Zhiqi Shen,Zhi-Qiang Liu:
  Transformation of Cognitive Maps.IEEE Trans. Fuzzy Syst.18(1):114-124 (2010)
• 
  [j10]
  Hengjie Song,Chunyan Miao,Roel Wuyts,Zhiqi Shen,Francky Catthoor:
  Implementation of Fuzzy Cognitive Maps Based on Fuzzy Neural Network and Application in Prediction of Time Series.IEEE Trans. Fuzzy Syst.18(2):233-250 (2010)
• 
  [j9]
  Jianshu Weng,Zhiqi Shen,Chunyan Miao,Angela Eck Soong Goh,Cyril Leung:
  Credibility: How Agents Can Handle Unfair Third-Party Testimonies in Computational Trust Models.IEEE Trans. Knowl. Data Eng.22(9):1286-1298 (2010)
• 
  [c46]
  Xiaogang Han,Zhiqi Shen,Chunyan Miao,Xudong Luo:
  Folksonomy-Based Ontological User Interest Profile Modeling and Its Application in Personalized Search.AMT2010:34-46
• 
  [c45]
  Huiliang Zhang,Zhiqi Shen,Shell-Ying Huang,Chunyan Miao:
  Predicting Responsiveness of BDI Agent.ECAI2010:647-652
• 
  [c44]
  Zhiqi Shen,Chunyan Miao,Liang Zhang,Han Yu,Mark J. Chavez:
  An emotion aware agent platform for interactive storytelling and gaming.Future Play2010:257-258
• 
  [c43]
  Huiliang Zhang,Chunyan Miao,Shell-Ying Huang,Zhiqi Shen,Xudong Luo:
  How Fast Can a BDI Agent Respond?IAT2010:189-196
• 
  [c42]
  Huiliang Zhang,Zhiqi Shen,Chunyan Miao,Xudong Luo:
  Motivated Learning for Goal Selection in Goal Nets.IAT2010:252-255
• 
  [c41]
  Yundong Cai,Zhiqi Shen,Chunyan Miao,Ah-Hwee Tan:
  DIRACT: Agent-Based Interactive Storytelling.IAT2010:273-276
• 
  [c40]
  Han Yu,Yundong Cai,Zhiqi Shen,Xuehong Tao,Chunyan Miao:
  Agents as intelligent user interfaces for the net generation.IUI2010:429-430
• 
  [c39]
  Fenghui Ren,Minjie Zhang,Chunyan Miao,Zhiqi Shen:
  Optimization of Multiple Related Negotiation through Multi-Negotiation Network.KSEM2010:174-185

• 2009
• 
  [j8]
  Hengjie Song,Chunyan Miao,Zhiqi Shen,Yuan Miao,Bu-Sung Lee:
  A fuzzy neural network with fuzzy impact grades.Neurocomputing72(13-15):3098-3122 (2009)
• 
  [j7]
  Dong Huang,Zhiqi Shen,Chunyan Miao,Cyril Leung:
  Fitness landscape analysis for resource allocation in multiuser OFDM based cognitive radio systems.ACM SIGMOBILE Mob. Comput. Commun. Rev.13(2):26-36 (2009)
• 
  [j6]
  Tao Qin,Han Yu,Cyril Leung,Zhiqi Shen,Chunyan Miao:
  Towards a trust aware cognitive radio architecture.ACM SIGMOBILE Mob. Comput. Commun. Rev.13(2):86-95 (2009)
• 
  [c38]
  Yundong Cai,Chunyan Miao,Ah-Hwee Tan,Zhiqi Shen:
  Modeling Believable Virtual Characters with Evolutionary Fuzzy Cognitive Maps in Interactive Storytelling.AAAI Spring Symposium: Intelligent Narrative Technologies II2009:5-11
• 
  [c37]
  Boyang Li,Han Yu,Zhiqi Shen,Chunyan Miao:
  Evolutionary organizational search.AAMAS (2)2009:1329-1330
• 
  [c36]
  Huiliang Zhang,Zhiqi Shen,Xuehong Tao,Chunyan Miao,B. Li,Ailiya,Yundong Cai:
  Emotional agent in serious game (DINO).AAMAS (2)2009:1385-1386
• 
  [c35]
  Huiliang Zhang,Zhiqi Shen,Chunyan Miao:
  Enabling Goal Oriented Action Planning with Goal Net.IAT2009:271-274
• 
  [c34]
  Guopeng Zhao,Zhiqi Shen,Chunyan Miao:
  ELM-Based Intelligent Resource Selection for Grid Scheduling.ICMLA2009:398-403
• 
  [c33]
  Guopeng Zhao,Zhiqi Shen,Chunyan Miao:
  A Fast and Intelligent Resource Allocation Service for Service-Oriented Grid.ICPADS2009:804-809
• 
  [c32]
  Dayong Ye,Quan Bai,Minjie Zhang,Khin Than Win,Zhiqi Shen:
  An Efficient Task Allocation Protocol for P2P Multi-agent Systems.ISPA2009:11-18
• 
  [c31]
  Fenghui Ren,Minjie Zhang,Chunyan Miao,Zhiqi Shen:
  A Market-Based Multi-Issue Negotiation Model Considering Multiple Preferences in Dynamic E-Marketplaces.PRIMA2009:1-16
• 2008
• 
  [j5]
  Han Yu,Zhiqi Shen,Chunyan Miao:
  A goal-oriented development tool to automate the incorporation of intelligent agents into interactive digital media applications.Comput. Entertain.6(2):24:1-24:15 (2008)
• 
  [c30]
  Haoming Zhong,Chunyan Miao,Zhiqi Shen,Yuhong Feng:
  Temporal fuzzy cognitive maps.FUZZ-IEEE2008:1831-1840
• 
  [c29]
  Yundong Cai,Chunyan Miao,Ah-Hwee Tan,Zhiqi Shen:
  Context modeling with Evolutionary Fuzzy Cognitive Map in interactive storytelling.FUZZ-IEEE2008:2320-2325
• 
  [c28]
  Michael J. Jacobson,Chunyan Miao,Beaumie Kim,Zhiqi Shen,Mark J. Chavez:
  Research into Learning in an Intelligent Agent Augmented Multi-user Virtual Environment.Web Intelligence/IAT Workshops2008:348-351
• 
  [c27]
  Guopeng Zhao,Zhiqi Shen,Ailiya,Chunyan Miao:
  ELM-Based Agents for Grid Resource Selection.IAT2008:385-388
• 
  [c26]
  Han Yu,Zhiqi Shen,ChorPing Low,Chunyan Miao:
  Transforming Learning through Agent Augmented Virtual World.ICALT2008:933-937
• 
  [c25]
  Guopeng Zhao,Zhiqi Shen,Chunyan Miao,Robert K. L. Gay:
  Enhanced Extreme Learning Machine with stacked generalization.IJCNN2008:1191-1198
• 2007
• 
  [j4]
  Bo An,Zhiqi Shen,Chunyan Miao,Daijie Cheng:
  Algorithms for Transitive Dependence-Based Coalition Formation.IEEE Trans. Ind. Informatics3(3):234-245 (2007)
• 
  [c24]
  Yundong Cai,Zhiqi Shen,Chunyan Miao,Ah-Hwee Tan:
  S-MADE: Interactive Storytelling Architecture through Goal Execution and Decomposition.AAAI Fall Symposium: Intelligent Narrative Technologies2007:17-20
• 
  [c23]
  Yundong Cai,Chunyan Miao,Ah-Hwee Tan,Zhiqi Shen:
  A Hybrid of Plot-Based and Character-Based Interactive Storytelling.Edutainment2007:260-273
• 
  [c22]
  Han Yu,Zhiqi Shen,Chunyan Miao,Jing Wen,Qizhen Yang:
  A service based multi-agent system design tool for modelling integrated manufacturing and service systems.ETFA2007:149-154
• 
  [c21]
  Hengjie Song,Chunyan Miao,Zhiqi Shen:
  Fuzzy cognitive map learning based on multi-objectiveparticle swarm optimization.GECCO2007:339
• 
  [c20]
  Han Yu,Zhiqi Shen,Chunyan Miao:
  Intelligent Software Agent Design Tool Using Goal Net Methodology.IAT2007:43-46
• 
  [c19]
  Bo An,Chunyan Miao,Zhiqi Shen:
  Market Based Resource Allocation with Incomplete Information.IJCAI2007:1193-1198
• 
  [c18]
  Hengjie Song,Zhiqi Shen,Chunyan Miao,Ah-Hwee Tan,Guopeng Zhao:
  The Multi-Agent Data Collection in HLA-Based Simulation System.PADS2007:61-69
• 2006
• 
  [j3]
  Zhiqi Shen,Chunyan Miao,Robert K. L. Gay,Dongtao Li:
  Goal-Oriented Methodology for Agent System Development.IEICE Trans. Inf. Syst.89-D(4):1413-1420 (2006)
• 
  [j2]
  Chunyan Miao,Jianshu Weng,Angela Goh,Zhiqi Shen,Bo An:
  Fuzzy cognitive maps for dynamic grid service negotiation.Multiagent Grid Syst.2(2):101-114 (2006)
• 
  [c17]
  Yundong Cai,Chunyan Miao,Ah-Hwee Tan,Zhiqi Shen:
  Fuzzy cognitive goal net for interactive storytelling plot design.Advances in Computer Entertainment Technology2006:56
• 
  [c16]
  Jianshu Weng,Chunyan Miao,Angela Goh,Zhiqi Shen,Robert K. L. Gay:
  Trust-based agent community for collaborative recommendation.AAMAS2006:1260-1262
• 
  [c15]
  Zhiqi Shen,Chunyan Miao,Yuan Miao,Xuehong Tao,Robert K. L. Gay:
  A Goal-oriented Approach to Goal Selection and Action Selection.FUZZ-IEEE2006:114-121
• 
  [c14]
  Hengjie Song,Zhiqi Shen,Chunyan Miao,Zhi-Qiang Liu,Yuan Miao:
  Probabilistic Fuzzy Cognitive Map.FUZZ-IEEE2006:1221-1228
• 
  [c13]
  Yuan Miao,Xuehong Tao,Zhiqi Shen,Zhi-Qiang Liu,Chunyan Miao:
  The Equivalence of Cognitive Map, Fuzzy Cognitive Map and Multi Value Fuzzy Cognitive Map.FUZZ-IEEE2006:1872-1878
• 
  [c12]
  Xuehong Tao,Yuan Miao,Zhiqi Shen,Chunyan Miao,Nicola Yelland:
  Interest Based Negotiation Automation.ICIC (3)2006:211-222
• 2005
• 
  [c11]
  Bo An,Chunyan Miao,Zhiqi Shen,Yuan Miao,Daijie Cheng:
  Transitive Dependence Based Formation of Virtual Organizations.CIS (1)2005:375-380
• 
  [c10]
  Chong Sean Kuay,Zhiqi Shen,Robert K. L. Gay,Chunyan Miao:
  Goal Net Agent Framework for Web Service Integration.Web Technologies, Applications, and Services2005:117-122
• 
  [c9]
  Zhiqi Shen,Dongtao Li,Chunyan Miao,Robert K. L. Gay,Yuan Miao:
  Goal-oriented Methodology for Agent System Development.IAT2005:95-101
• 
  [c8]
  Zunliang Yin,Chunyan Miao,Zhiqi Shen,Yuan Miao:
  Actionable Knowledge Model for GUI Regression Testing.IAT2005:165-168
• 
  [c7]
  Dongtao Li,Zhiqi Shen,Yuan Miao,Chunyan Miao,Robert K. L. Gay:
  A Goal Oriented e-Learning Agent System.KES (1)2005:664-670
• 2004
• 
  [c6]
  Zhiqi Shen,Chunyan Miao,Angela Goh,Robert K. L. Gay:
  Agent mediated Grid services in E-learning.CCGRID2004:210-211
• 
  [c5]
  Zhiqi Shen,Robert K. L. Gay,Yuan Miao,Chunyan Miao:
  Goal Autonomous Agent Architecture.COMPSAC Workshops2004:45-46
• 
  [c4]
  Zhiqi Shen,Chunyan Miao,Xuehong Tao,Robert K. L. Gay:
  Goal Oriented Modeling for Intelligent Software Agents.IAT2004:540-543
• 
  [c3]
  Zhiqi Shen,Robert K. L. Gay,Chunyan Miao,Q. Wang:
  Goal oriented modeling for agent mediated e-learning grid.ICARCV2004:2280-2285
• 2002
• 
  [j1]
  Yuan Miao,Zhi-Qiang Liu,Xuehong Tao,Zhiqi Shen,Chun Wen Li:
  Simplification, Merging and Division of Fuzzy Cognitive Maps.Int. J. Comput. Intell. Appl.2(2):185-208 (2002)
• 
  [c2]
  Zhiqi Shen,Robert K. L. Gay,Chunyan Miao:
  Goal-Based Modeling for Intelligent Business Forecasting Agents.FSKD2002:534-538
• 2000
• 
  [c1]
  Chunyan Miao,Yuan Miao,Angela Goh,Zhiqi Shen:
  A Framework for Multi-agent Reasoning and Coordination.Artificial Intelligence and Soft Computing2000:156-162