| 2026 | AAAI | Multi-modal Dynamic Proxy Learning for Personalized Multiple Clustering. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Ziyue Peng, Zewei Liu, Hewei Wang, Jiayi Zhang, Edith C. H. Ngai |
| 2026 | ICDCS | Towards Semantic-Aware Edge-Cloud Collaboration for Cost-Efficient Video Understanding. | Cheng Pan, Cong Zhang, Danyang Song, Handi Chen, Edith C. H. Ngai, Jiangchuan Liu, Victor C. M. Leung |
| 2026 | ICDE | CAMMSR: Category-Guided Attentive Mixture of Experts for Multimodal Sequential Recommendation. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, Yijie Li, Jianheng Tang, Yunhuai Liu, Edith C. H. Ngai |
| 2026 | INFOCOM | Multi-Agent System for Orchestrating Retrieval and Multimodal Reasoning in Cloud Environments. | Shuo Yang, Xinran Zheng, Jinfeng Xu, Jinze Li, Zewei Liu, Edith C. H. Ngai |
| 2026 | ISKE | Temporal Instruction Tuning for Video Large Language Models. | Weipeng Deng, Anlin Zheng, Yucheng Zhao, Tiancai Wang, Xiaojuan Qi, Edith C. H. Ngai |
| 2026 | KDD | Learning and Editing Universal Graph Prompt Tuning via Reinforcement Learning. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, Yijie Li, Edith C. H. Ngai |
| 2026 | KDD | VI-MMRec: Similarity-Aware Training Cost-free Virtual User-Item Interactions for Multimodal Recommendation. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Zitong Wan, Hewei Wang, Weijie Liu, Yijie Li, Edith C. H. Ngai |
| 2026 | NDSS | CoLD: Collaborative Label Denoising Framework for Network Intrusion Detection. | Shuo Yang, Xinran Zheng, Jinze Li, Jinfeng Xu, Edith C. H. Ngai |
| 2026 | NOSSDAV | IVA: Proactive Bitrate Orchestration for Multiparty Video Conferencing via Conversational Intent. | Cheng Pan, Yuying Li, Cong Zhang, Edith C. H. Ngai, Jiangchuan Liu, Bo Li, Baochun Li |
| 2026 | WWW | FUSED: Toward Federated Multimodal Retrieval across Sovereign Data Domains. | Chi Xu, Jiaxing Li, Mengdi Jin, William I. Atlas, Mark A. Spoljaric, Edith C. H. Ngai, Jiangchuan Liu |
| 2026 | WWW | RAMA: Retrieval-Augmented Multi-Agent Framework for Misinformation Detection in Multimodal Fact-Checking. | Shuo Yang, Zijian Yu, Zhenzhe Ying, Yuqin Dai, Guoqing Wang, Jun Lan, Jinfeng Xu, Jinze Li, Edith C. H. Ngai |
| 2026 | SIGIR | Well Begun is Half Done: Training-Free and Model-Agnostic Semantically Guaranteed User Representation Initialization for Multimodal Recommendation. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, Jianheng Tang, Wei Wang, Xiping Hu, Edith C. H. Ngai |
| 2025 | AAAI | MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, Edith C. H. Ngai |
| 2025 | CIKM | Enhancing Graph Collaborative Filtering with FourierKAN Feature Transformation. | Jinfeng Xu, Zheyu Chen, Jinze Li, Shuo Yang, Wei Wang, Xiping Hu, Edith C. H. Ngai |
| 2025 | CloudCom | Enhancing Tail NFT Recommendation via Dependency-Aware Extreme Multi-Label Learning. | Cheng Pan, Cong Zhang, Feng Wang, Edith C. H. Ngai |
| 2025 | ICDCS | TACO: Tackling Over-correction in Federated Learning with Tailored Adaptive Correction. | Weijie Liu, Ziwei Zhan, Carlee Joe-Wong, Edith C. H. Ngai, Jingpu Duan, Deke Guo, Xu Chen, Xiaoxi Zhang |
| 2025 | ICML | Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding. | Jinze Li, Yixing Xu, Haiduo Huang, Xuanwu Yin, Dong Li, Edith C. H. Ngai, Emad Barsoum |
| 2025 | IJCAI | Exploring Multimodal Foundation AI and Expert-in-the-Loop for Sustainable Management of Wild Salmon Fisheries in Indigenous Rivers. | Chi Xu, Yili Jin, Sami Ma, Rongsheng Qian, Hao Fang, Jiangchuan Liu, Xue Liu, Edith C. H. Ngai, William I. Atlas, Katrina M. Connors, Mark A. Spoljaric |
| 2025 | INFOCOM | Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection. | Xinchen Zhang, Running Zhao, Zhihan Jiang, Handi Chen, Yulong Ding, Edith C. H. Ngai, Shuang-Hua Yang |
| 2025 | KDD | MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets. | Jinfeng Xu, Zheyu Chen, Jinze Li, Shuo Yang, Hewei Wang, Yijie Li, Mengran Li, Puzhen Wu, Edith C. H. Ngai |
| 2025 | RecSys | NLGCL: Naturally Existing Neighbor Layers Graph Contrastive Learning for Recommendation. | Jinfeng Xu, Zheyu Chen, Shuo Yang, Jinze Li, Hewei Wang, Wei Wang, Xiping Hu, Edith C. H. Ngai |
| 2025 | SIGIR | COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal Recommendation. | Jinfeng Xu, Zheyu Chen, Wei Wang, Xiping Hu, Sang-Wook Kim, Edith C. H. Ngai |
| 2025 | UIST | NoteIt: A System Converting Instructional Videos to Interactable Notes Through Multimodal Video Understanding. | Running Zhao, Zhihan Jiang, Xinchen Zhang, Chirui Chang, Handi Chen, Weipeng Deng, Luyao Jin, Xiaojuan Qi, Xun Qian, Edith C. H. Ngai |
| 2024 | CIKM | Multi-Scale Contrastive Attention Representation Learning for Encrypted Traffic Classification. | Shuo Yang, Xinran Zheng, Jinze Li, Jinfeng Xu, Edith C. H. Ngai |
| 2024 | CIKM | AlignGroup: Learning and Aligning Group Consensus with Member Preferences for Group Recommendation. | Jinfeng Xu, Zheyu Chen, Jinze Li, Shuo Yang, Hewei Wang, Edith C. H. Ngai |
| 2024 | ICLR | Internal Cross-layer Gradients for Extending Homogeneity to Heterogeneity in Federated Learning. | Yun-Hin Chan, Rui Zhou, Running Zhao, Zhihan Jiang, Edith C. H. Ngai |
| 2024 | INFOCOM | AOC-IDS: Autonomous Online Framework with Contrastive Learning for Intrusion Detection. | Xinchen Zhang, Running Zhao, Zhihan Jiang, Zhicong Sun, Yulong Ding, Edith C. H. Ngai, Shuang-Hua Yang |
| 2024 | IWQoS | Every Little Bit Helps: A Semantic-aware Tail Label Understanding Framework. | Cheng Pan, Feng Wang, Cong Zhang, Jiaxing Li, Edith C. H. Ngai, Jiangchuan Liu |
| 2024 | KDD | ReCDA: Concept Drift Adaptation with Representation Enhancement for Network Intrusion Detection. | Shuo Yang, Xinran Zheng, Jinze Li, Jinfeng Xu, Xingjun Wang, Edith C. H. Ngai |
| 2023 | EWSN | EmbientLoRa: Embedded Intelligence for Predictive Energy Harvesting and Management in LoRa Networks. | Sukanya Jewsakul, Edith C. H. Ngai |
| 2023 | ICASSP | A Health Profiling Framework for Children Leveraging Multimodal Learning Based on Ambient Sensor Signals. | Zhihan Jiang, Cong Xie, Edith C. H. Ngai |
| 2023 | ICASSP | Human Activity Recognition From Motion and Acoustic Sensors Using Contrastive Learning. | Rui Zhou, Running Zhao, Edith C. H. Ngai |
| 2022 | Interspeech | Radio2Speech: High Quality Speech Recovery from Radio Frequency Signals. | Running Zhao, Jiangtao Yu, Tingle Li, Hang Zhao, Edith C. H. Ngai |
| 2020 | HealthCom | Cooperative Wireless Edges with Composite Resource Allocation in Hierarchical Networks. | Nan Li, Xiping Hu, Edith C. H. Ngai, Erol Gelenbe |
| 2020 | HealthCom | A New Skeletal Representation Based on Gait for Depression Detection. | Haifeng Lu, Wei Shao, Edith C. H. Ngai, Xiping Hu, Bin Hu |
| 2018 | MOBIHOC | Spatio-Temporal Aware Collaborative Mobile Sensing with Online Multi-Hop Calibration. | Teng Xi, Wendong Wang, Edith C. H. Ngai, Xiuming Liu |
| 2018 | WWW | Detecting Ponzi Schemes on Ethereum: Towards Healthier Blockchain Technology. | Weili Chen, Zibin Zheng, Jiahui Cui, Edith C. H. Ngai, Peilin Zheng, Yuren Zhou |
| 2017 | EWSN | Poster: Cloud-Based Data Fusion in GreenIoT for Smart Cities. | Xiuming Liu, Abdul Rahman Khankan, Mohamad Alsioufi, Zhitao He, Edith C. H. Ngai |
| 2017 | ICIG | GECKO: Gamer Experience-Centric Bitrate Control Algorithm for Cloud Gaming. | Yi-Hao Ke, Guoqiao Ye, Di Wu, Yipeng Zhou, Edith C. H. Ngai, Han Hu |
| 2016 | MASCOTS | Data Modelling with Gaussian Process in Sensor Networks for Urban Environmental Monitoring. | Xiuming Liu, Teng Xi, Edith C. H. Ngai |
| 2016 | Mobisys | FOCUS: Robust Visual Codes for Everyone. | Frederik Hermans, Liam McNamara, Gbor Srs, Christian Rohner, Thiemo Voigt, Edith C. H. Ngai |
| 2015 | CloudCom | Energy Efficiency as an Orchestration Service for Mobile Internet of Things. | Peramanathan Sathyamoorthy, Edith C. H. Ngai, Xiping Hu, Victor C. M. Leung |
| 2015 | CloudCom | Pricing Models for Sensor-Cloud. | Chunsheng Zhu, Victor C. M. Leung, Edith C. H. Ngai, Laurence T. Yang, Lei Shu, Xiuhua Li |
| 2015 | GLOBECOM | Energy-Efficient Collaborative Localization for Participatory Sensing System. | Teng Xi, Wendong Wang, Edith C. H. Ngai, Zheng Song, Ye Tian, Xiangyang Gong |
| 2015 | GLOBECOM | Vulnerable Friend Identification: Who Should You Beware of Most in Online Social Networks? | Yunjuan Yang, Ye Tian, Edith C. H. Ngai, Lanshan Zhang, Yining Teng, Wendong Wang |
| 2015 | INFOCOM | PM2: 5 monitoring using images from smartphones in participatory sensing. | Xiaoyang Liu, Zheng Song, Edith C. H. Ngai, Jian Ma, Wendong Wang |
| 2015 | INFOCOM | Green small cell planning in smart cities under dynamic traffic demand. | Li Zhou, Xiping Hu, Chunsheng Zhu, Edith C. H. Ngai, Shan Wang, Jibo Wei, Victor C. M. Leung |
| 2015 | IWQoS | Collaborative localization in participatory sensing with load balancing. | Teng Xi, Edith C. H. Ngai, Zheng Song, Ye Tian, Xiangyang Gong, Wendong Wang |
| 2015 | MOBIHOC | Privacy Preserving Social Tie Discovery Based on Cloaked Human Trajectories. | Qinli Kou, Ye Tian, Zheng Song, Edith C. H. Ngai, Wendong Wang |
| 2015 | MOBIHOC | SH-CRAN: Hierarchical Framework to Support Mobile Big Data Computing in a Secure Manner. | Qiang Liu, Edith C. H. Ngai, Xiping Hu, Zhengguo Sheng, Victor C. M. Leung, Jianping Yin |
| 2015 | MSWIM | Towards In Time Music Mood-Mapping for Drivers: A Novel Approach. | Arun Sai Krishnan, Xiping Hu, Jun-qi Deng, Li Zhou, Edith C. H. Ngai, Xitong Li, Victor C. M. Leung, Yu-Kwong Kwok |
| 2015 | Qshine | Facilities collaboration in cloud manufacturing based on generalized collaboration network. | Wenxiang Li, Chunsheng Zhu, Edith C. H. Ngai, Laurence T. Yang, Lei Shu, Yuxia Sheng |
| 2014 | IWQoS | Energy-efficient sensor selection for data quality and load balancing in wireless sensor networks. | Farshid Hassani Bijarbooneh, Wei Du, Edith C. H. Ngai, Xiaoming Fu |
| 2014 | IWQoS | A novel incentive negotiation mechanism for participatory sensing under budget constraints. | Zheng Song, Edith C. H. Ngai, Jian Ma, Wendong Wang |
| 2014 | Middleware | Mood-fatigue analyzer: towards context-aware mobile sensing applications for safe driving. | Wenyan Hu, Xiping Hu, Jun-qi Deng, Chunsheng Zhu, Georgios Fotopoulos, Edith C. H. Ngai, Victor C. M. Leung |
| 2014 | MOBICOM | Poster - SAfeDJ community: situation-aware in-car music delivery for safe driving. | Xiping Hu, Jun-qi Deng, Wenyan Hu, Georgios Fotopoulos, Edith C. H. Ngai, Zhengguo Sheng, Min Liang, Xitong Li, Victor C. M. Leung, Sidney S. Fels |
| 2014 | WCNC | Incentive mechanism for participatory sensing under budget constraints. | Zheng Song, Edith C. H. Ngai, Jian Ma, Xiangyang Gong, Yazhi Liu, Wendong Wang |
| 2012 | DCOSS | A Ubiquitous Publish/Subscribe Platform for Wireless Sensor Networks with Mobile Mules. | Xiaoyu Tong, Edith C. H. Ngai |
| 2012 | INFOCOM | Context-aware sensor data dissemination for mobile users in remote areas. | Edith C. H. Ngai, Mani B. Srivastava, Jiangchuan Liu |
| 2012 | MSWIM | On location privacy and quality of information in participatory sensing. | Ioana Rodhe, Christian Rohner, Edith C. H. Ngai |
| 2012 | PERCOM | Quality-of-information aware data collection for mobile sensor networks. | Edith C. H. Ngai, Per Gunningberg |
| 2012 | WCNC | An optimisation-based approach for wireless sensor deployment in mobile sensing environments. | Farshid Hassani Bijarbooneh, Pierre Flener, Edith C. H. Ngai, Justin Pearson |
| 2012 | WCNC | A location-based publish/subscribe framework for wireless sensors and mobile phones. | He Huang, Edith C. H. Ngai, Jiangchuan Liu |
| 2011 | IWCMC | A distributed Swarm-Intelligent Localization for sensor networks with mobile nodes. | Pontus Ekberg, Edith C. H. Ngai |
| 2011 | IWCMC | Privacy-aware probabilistic sampling for data collection in wireless sensor networks. | Joo Guerreiro, Edith C. H. Ngai, Christian Rohner |
| 2011 | TrustCom | RealProct: Reliable Protocol Conformance Testing with Real Nodes for Wireless Sensor Networks. | Junjie Xiong, Edith C. H. Ngai, Yangfan Zhou, Michael R. Lyu |
| 2011 | SECON | OppSense: Information sharing for mobile phones in sensing field with data repositories. | Edith C. H. Ngai, He Huang, Jiangchuan Liu, Mani B. Srivastava |
| 2010 | IWQoS | Wireless sensor network deployment in mobile phones assisted environment. | Zheng Ruan, Edith C. H. Ngai, Jiangchuan Liu |
| 2010 | MASS | Mode switch - Adaptive use of delay-sensitive or energy-aware communication in IEEE 802.15.4-based networks. | Feng Chen, Xiaoyu Tong, Edith C. H. Ngai, Falko Dressler |
| 2010 | WCNC | Quality-Of-Information Aware Data Delivery for Wireless Sensor Networks: Description and Experiments. | Gregory Humber, Edith C. H. Ngai |
| 2010 | TridentCom | Sensei-UU - A Relocatable WSN Testbed Supporting Repeatable Node Mobility. | Frederik Hermans, Olof Rensfelt, Per Gunningberg, Lars-ke Larzon, Edith C. H. Ngai |
| 2009 | IWCMC | On providing sink anonymity for sensor networks. | Edith C. H. Ngai |
| 2009 | LCN | Information-aware traffic reduction for wireless sensor networks. | Edith C. H. Ngai, Erol Gelenbe, Gregory Humber |
| 2009 | MSWIM | On providing location privacy for mobile sinks in wireless sensor networks. | Edith C. H. Ngai, Ioana Rodhe |
| 2008 | ACSSC | Information Quality aware sensor network services. | Sadaf Zahedi, Edith C. H. Ngai, Erol Gelenbe, Dinkar Mylaraswamy, Mani B. Srivastava |
| 2008 | MASS | Adaptive QoS routing for significant events in wireless sensor networks. | Erol Gelenbe, Edith C. H. Ngai |
| 2007 | GLOBECOM | LOFT: A Latency-Oriented Fault Tolerant Transport Protocol for Wireless Sensor-Actuator Networks. | Edith C. H. Ngai, Yangfan Zhou, Michael R. Lyu, Jiangchuan Liu |
| 2007 | MASS | An Adaptive Delay-Minimized Route Design for Wireless Sensor-Actuator Networks. | Edith C. H. Ngai, Jiangchuan Liu, Michael R. Lyu |
| 2007 | WCNC | Delay-Minimized Route Design for Wireless Sensor-Actuator Networks. | Edith C. H. Ngai |
| 2007 | WCNC | POWER-SPEED: A Power-Controlled Real-Time Data Transport Protocol for Wireless Sensor-Actuator Networks. | Yangfan Zhou, Edith C. H. Ngai, Michael R. Lyu, Jiangchuan Liu |
| 2006 | IWCMC | A point-distribution index and its application to sensor-grouping in wireless sensor networks. | Yangfan Zhou, Haixuan Yang, Michael R. Lyu, Edith C. H. Ngai |
| 2006 | MASS | Reliable Reporting of Delay-Sensitive Events in Wireless Sensor-Actuator Networks. | Edith C. H. Ngai, Yangfan Zhou, Michael R. Lyu, Jiangchuan Liu |
| 2002 | COMPSAC | XVIP: An XML-Based Video Information Processing System. | Edith C. H. Ngai, Pat Pik-Wah Chan, Edward Yau, Michael R. Lyu |