Journal Publications

• [1]Shengjun Liu, Kexin Liu, Xinru Liu*, Zhipeng Xiao, Kai Lei, Gang Yang*.LFFEO: A Low-Frequency Fourier Exposure Operator with Attentive Detail Refinement for Image Exposure Correction[C].Pacific Graphics 2026 (CCF-B), 2026: Accepted.
• [2]Ziqiong Li, Heyu Chai, Xinru Liu, Shengjun Liu*.TSCNet: A Trend–Seasonality Coupled Network for Efficient Multivariate Time Series Forecasting[J].IEEE Transactions on Neural Networks and Learning Systems, 2026: Accepted.
• [3]Ziqiong Li#, Heyu Chai#, Zhangyao Song, Shengjun Liu*, Xinru Liu*.PARCNet: Phase-Aware Residual Correction Network for Efficient Multivariate Time Series Forecasting[J].Knowledge-Based Systems, 2026: Accepted.
• [4]Shengjun Liu, Yu Yu, Chenxiang Fan, Ting Zhang, Hanchao Liu*, Xinru Liu.Multi-particle neural operator transformer for solving partial differential equations[J].Neural Networks, 2026: Accepted.
• [5]Jiangnan Gu, Xinru Liu, Shengjun Liu*.ClusRefineRec: Cluster-Guided Embedding Refinement for Sequential Recommendation[C].IJCNN 2026 (CCF-C), 2026: Accepted.
• [6]Ziqiong Li, Heyu Chai, Shengjun Liu, Wenzhen Yue, Xinru Liu*.KDFNet: Kalman dynamic filtering network for multivariate time series forecasting[C].ICASSP 2026 （CCF-B）, 2026: Accepted (Oral).
• [7]Ting Zhang, Hanchao Liu, Shengjun Liu*, Xinru Liu.ADPINet: Attention-based discrete physics-informed network for solving geometric PDEs[J].Computer-aided Design, 2026, 194: 104051.
• [8]Xinru Liu, Heyu Chai, Shengjun Liu*.FAformer: A Frequency-Aware Transformer with Adaptive Energy Decomposition for Multivariate Time Series Forecasting[J].Knowledge-Based Systems, 2026, 332: 114952.
• [9]Qinsong Li, Jing Meng, Haibo Wang, Shengjun Liu*.MDND: Unsupervised Learning Guided by NonDifferentiable Refinement for Shape Correspondence[C].AAAI 2026 (CCF-A), 2025: Accepted.
• [10]Shengjun Liu, Zi Teng, Haibo Wang, Xinru Liu*.Functional map-based reflection intrinsic symmetry detection and symmetrization for 2D deformable shapes[J].Computer-aided Design, 2025, 188: 103908.
• [11]Haojun Xu, Ling Hu, Qinsong Li, Shengjun Liu*, Dong-ming Yan, Xinru Liu.Point Geometrical Coulomb Force: An Explicit and Robust Embedding for Point Cloud Analysis[J].Pattern Recognition, 2025, 170: 112025.
• [12]Shengjun Liu, Jiangxin Wu, Wenhui Wu, Lixiang Chu, Xinru Liu*.Uncertainty-Aware Gaussian Splatting with View-Dependent Regularization for High-Fidelity 3D Reconstruction[C].EGSR 2025 (CCF-B), 2025
• [13]Zhifang Tong, Bolei Zuo, Xiaoxia Yang, Shengjun Liu*, Xinru Liu*.Continuous-Line Image Stylization Based on Hilbert Curve[J].Computer Graphics Forum (EGSR 2025), 2025, 44 (4) : e70169.
• [14]Xiaoxia Yang, Zhifang Tong, Bolei Zuo, Xinru Liu, Shengjun Liu*.Image Halftoning Using a Single Closed Non-self-intersecting Curve[C].CGI 2025 (CCF-C), 2025
• [15]Haibo Wang, Qinsong Li, Ling Hu, Haojun Xu, Jing Meng, Xinru Liu, Yukun Lai*, Shengjun Liu*.TriAlign: Revisiting Deep Functional Map from Map Representation Alignment Perspectives[J].The Visual Computer (CGI 2025), 2025, 41: 6999–7012.
• [16]Shengjun Liu, Yu Yu, Ting Zhang, Hanchao Liu*, Xinru Liu, Deyu Meng.Architectures, Variants, and Performance of Neural Operators: A Comparative Review[J].Neurocomputing, 2025, 648: 130518.
• [17]Haojun Xu, Qinsong Li, Haibo Wang, Xinru Liu, Ling Hu*, Shengjun Liu*.A Simple and Efficient Unsupervised Functional Map for Shape Correspondence Based on Deconstruction[J].Graphical Models, 2025, 139: 101270.
• [18]Shengjun Liu, Ting Zhang, Ruoxi Deng, Xinru Liu, Hanchao Liu*.Physics-Guided Deep Learning Framework with Attention for Image Denoising[J].The Visual Computer (CGI2025), 2025, 41: 6671–6685.
• [19]Xinru Liu, Li Qiao, Wenjie Yan, Wenbin Huang, Yamin Hu*, Shengjun Liu*.Bidirectional ConvLSTM for bias correction in subseasonal-to-seasonal temperature forecast with terrain feature over China[J].QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2025, 151 (770) : e4989.
• [20]Feifan Luo, Qinsong Li, Ling Hu, Haibo Wang, Haojun Xu, Xinru Liu, Shengjun Liu*, Hongyang Chen*.Deep frequency awareness functional maps for robust shape matching[J].IEEE Transactions on Visualization and Computer Graphics, 2025, 31: 7781-7794.