| 2026 | AAAI | Generating-Filtering-Ranking: A Three-Stage MultiModal Data Augmentation Framework Under Partial Modality Missing. | Zhirui Kuai, Huan Zhang, Yang Yang, Yiping Ma, Mingjing Huang, Ning Gui, Li Kuang |
| 2025 | ICML | Non-stationary Diffusion For Probabilistic Time Series Forecasting. | Weiwei Ye, Zhuopeng Xu, Ning Gui |
| 2025 | ICONIP | MPFT: Multi-perspective Frequency Learning for Non-Stationary Time Series Forecasting. | Jinglin Li, Tao Xie, Kun Li, Weiwei Ye, Ning Gui |
| 2025 | IJCNN | Regulated Message Passing for Graphs with Mixed Local Attribute Patterns. | Yujie Li, Ning Gui |
| 2024 | IJCNN | Periodicity Association Based Contrastive Learning for Time Series Anomaly Detection. | Jiawei Xu, Zhaowei Zhu, Weiwei Ye, Ning Gui |
| 2024 | SMC | MVOD: A Multi-View Outlier Detection Method with Single-Feature View Augmentation. | Zhaowei Zhu, Zhu Chen, Ning Gui, Jiawei Xu, Yun Lei, Dongdong Li |
| 2023 | AAAI | Data Imputation with Iterative Graph Reconstruction. | Jiajun Zhong, Ning Gui, Weiwei Ye |
| 2022 | KDD | An Embedded Feature Selection Framework for Control. | Jiawen Wei, Fangyuan Wang, Wanxin Zeng, Wenwei Lin, Ning Gui |
| 2021 | PAKDD | Self-supervised Adaptive Aggregator Learning on Graph. | Bei Lin, Binli Luo, Jiaojiao He, Ning Gui |
| 2019 | AAAI | AFS: An Attention-Based Mechanism for Supervised Feature Selection. | Ning Gui, Danni Ge, Ziyin Hu |
| 2011 | IDC | Delegate MAS for Large Scale and Dynamic PDP: A Case Study. | Shaza Hanif, Rinde R. S. van Lon, Ning Gui, Tom Holvoet |
| 2009 | SSS | ACCADA: A Framework for Continuous Context-Aware Deployment and Adaptation. | Ning Gui, Vincenzo De Florio, Hong Sun, Chris Blondia |
| 2008 | Middleware | A framework for adaptive real-time applications: the declarative real-time OSGi component model. | Ning Gui, Vincenzo De Florio, Hong Sun, Chris Blondia |
| 2008 | PDP | Towards Building Virtual Community for Ambient Assisted Living. | Hong Sun, Vincenzo De Florio, Ning Gui, Chris Blondia |
| 2008 | SAC | A hybrid real-time component model for reconfigurable embedded systems. | Ning Gui, Vincenzo De Florio, Hong Sun, Chris Blondia |
| 2007 | CBMS | Participant: A New Concept for Optimally Assisting the Elder People. | Hong Sun, Vincenzo De Florio, Ning Gui, Chris Blondia |
| 2007 | WoWMoM | A Service-oriented Infrastructure for Mutual Assistance Community. | Ning Gui, Hong Sun, Vincenzo De Florio, Chris Blondia |