| 2026 | AAAI | SVGL: Scale-Variable Graph Learning in Model Space for Multivariate Time Series Classification. | Shikang Liu, Ziyu Tang, Xiren Zhou, Huanhuan Chen |
| 2026 | AAAI | Counterfactual-Driven Zero-Shot Classifier Expansion. | Xiangyu Wang, Yanze Gao, Changxin Rong, Lyuzhou Chen, Derui Lyu, Xiren Zhou, Taiyu Ban, Huanhuan Chen |
| 2026 | AAAI | Fault Diagnosis of Irregular Sequences by Adjoint Learning in Continuous-Time Model Space. | Xiren Zhou, Chuyang Wei, Ao Chen, Shikang Liu, Xiangyu Wang, Huanhuan Chen |
| 2026 | ISKE | TDRC: A Trend-Detail Reservoir Computing Framework for Model-Space Fault Diagnosis. | Ziyu Tang, Ao Ding, Wei Wang, Xiren Zhou, Xiangyu Wang, Qiuju Chen, Yao Zhang, Huanhuan Chen |
| 2025 | AAAI | Efficient Anomaly Detection of Irregular Sequences in Ct-Echo Model Space. | Ao Chen, Xiren Zhou, Huanhuan Chen |
| 2025 | ICASSP | Inside and Inside: Efficient Anomaly Detection by Fully Capturing the Detailed Dynamics. | Ziyu Tang, Xiren Zhou, Ao Chen, Shikang Liu, Chuyang Wei, Huanhuan Chen |
| 2025 | ICASSP | Learning in the Model Space: Fault Diagnosis by Co-objective Learning in DynInt Model Space. | Ziyu Tang, Xiren Zhou, Shikang Liu, Chuyang Wei, Ao Chen, Huanhuan Chen |
| 2025 | ICML | Variational Counterfactual Intervention Planning to Achieve Target Outcomes. | Xin Wang, Shengfei Lyu, Chi Luo, Xiren Zhou, Huanhuan Chen |
| 2025 | ICML | Spectral-Aware Reservoir Computing for Fast and Accurate Time Series Classification. | Shikang Liu, Chuyang Wei, Xiren Zhou, Huanhuan Chen |
| 2025 | IJCAI | Expanding the Category of Classifiers with LLM Supervision. | Derui Lyu, Xiangyu Wang, Taiyu Ban, Lyuzhou Chen, Xiren Zhou, Huanhuan Chen |
| 2025 | IJCAI | Underground Diagnosis in 3D GPR Data by Learning in CuCoRes Model Space. | Xiren Zhou, Shikang Liu, Xinyu Yan, Xiangyu Wang, Huanhuan Chen |
| 2025 | IJCAI | Fault Diagnosis in REDNet Model Space. | Xiren Zhou, Ziyu Tang, Shikang Liu, Ao Chen, Xiangyu Wang, Huanhuan Chen |
| 2024 | AAAI | Audio Scanning Network: Bridging Time and Frequency Domains for Audio Classification. | Liangwei Chen, Xiren Zhou, Huanhuan Chen |
| 2024 | IJCAI | Learning in CubeRes Model Space for Anomaly Detection in 3D GPR Data. | Xiren Zhou, Shikang Liu, Ao Chen, Huanhuan Chen |
| 2024 | Interspeech | Enhancing Speech and Music Discrimination Through the Integration of Static and Dynamic Features. | Liangwei Chen, Xiren Zhou, Qiang Tu, Huanhuan Chen |