| 2026 | AAAI | Finding Time Series Anomalies Using Granular-Ball Vector Data Description. | Lifeng Shen, Liang Peng, Ruiwen Liu, Shuyin Xia, Yi Liu |
| 2026 | PPSN | Granular Ball Enhanced Multimodal Ant Colony Optimization for the Multi-Solution Traveling Salesman Problem. | De-Gang Chen, Peng Wang, Shuyin Xia |
| 2025 | AAAI | Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary. | Yanhua Li, Xiaocao Ouyang, Chaofan Pan, Jie Zhang, Sen Zhao, Shuyin Xia, Xin Yang, Guo-Yin Wang, Tianrui Li |
| 2025 | AAAI | Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training. | Shuyin Xia, Xinjun Ma, Zhiyuan Liu, Cheng Liu, Sen Zhao, Guoyin Wang |
| 2025 | CEC | MGO: A Multi-Granularity Optimization Algorithm Based on Granular-balls. | Bin Hou, Degang Chen, Guoyin Wang, Shuyin Xia |
| 2025 | CEC | A Multi-Granularity Fireworks Algorithm with Collaboration and Competition for Solving the Influence Maximization Problem. | Bin Hou, Guoyin Wang, Shuyin Xia, Degang Chen |
| 2025 | ICDE | Pseudo-label-Based Unsupervised Granular-Ball Division and Fast Spectral Clustering for High-Dimensional Data. | Dongdong Cheng, Xiaocui Jiang, Shuyin Xia, Guoyin Wang |
| 2025 | ICDE | Approximate Borderline Sampling Using Granular-Ball for Classification Tasks. | Qin Xie, Qinghua Zhang, Shuyin Xia |
| 2025 | IJCAI | Efficient Quantum Approximate kNN Algorithm via Granular-Ball Computing. | Shuyin Xia, Xiaojiang Tian, Suzhen Yuan, Jeremiah D. Deng |
| 2025 | IJCAI | Granular-Ball-Induced Multiple Kernel K-Means. | Shuyin Xia, Yifan Wang, Lifeng Shen, Guo-Yin Wang |
| 2025 | IJCAI | GBGC: Efficient and Adaptive Graph Coarsening via Granular-ball Computing. | Shuyin Xia, Guan Wang, Gaojie Xu, Sen Zhao, Guoyin Wang |
| 2024 | AAAI | Multi-Granularity Causal Structure Learning. | Jiaxuan Liang, Jun Wang, Guoxian Yu, Shuyin Xia, Guoyin Wang |
| 2024 | ICDE | W-GBC: An Adaptive Weighted Clustering Method Based on Granular-Ball Structure. | Jiang Xie, Chunfeng Hua, Shuyin Xia, Yuxin Cheng, Guoyin Wang, Xinbo Gao |
| 2024 | ICDE | An Efficient Fuzzy Stream Clustering Method Based on Granular-Ball Structure. | Jiang Xie, Minggao Dai, Shuyin Xia, Jinajinz Zhang, Guoyin Wang, Xinbo Gao |
| 2024 | ICML | Unlock the Cognitive Generalization of Deep Reinforcement Learning via Granular Ball Representation. | Jiashun Liu, Jianye Hao, Yi Ma, Shuyin Xia |
| 2024 | ICONIP | Granular-Ball Representation Learning for Deep CNN on Learning with Label Noise. | Dawei Dai, Hao Zhu, Shuyin Xia, Guoyin Wang |
| 2023 | ICASSP | Sketch Less Face Image Retrieval: A New Challenge. | Dawei Dai, Yutang Li, Liang Wang, Shiyu Fu, Shuyin Xia, Guoyin Wang |
| 2021 | IJCNN | Designing a Partially Understandable Neural Network through Semantic Embedding. | Chengfu Tang, Dawei Dai, Haoyue Bai, Guoyin Wang, Shuyin Xia, Feng Hu |
| 2018 | ICDM | Multi-granularity Network Representation Learning Based on Game Theory. | Hang Shu, Qun Liu, Shuyin Xia |