| 2025 | ECAI | TopSUMseg: A Topology-Aware Swin Transformer-Mamba Framework for 3D Seismic Fault Image Segmentation. | Ran Chen, Jingyang Deng, Zeren Zhang, Ruohua Shi, Jinwen Ma |
| 2025 | ECAI | Reframing Multimodal Complex Document Layout Understanding: A Layout-Aware Multi-Source Reasoning Decision Framework. | Ran Chen, Yuyang Zhou, Jingyang Deng, Zeren Zhang, Xuefei Tong, Jinwen Ma, Qinghui Shi, Qian Xu, Yuanjun Li |
| 2025 | EMNLP | Beyond Binary Preferences: Semi-Online Label-Free GRACE-KTO with Group-Wise Adaptive Calibration for High-Quality Long-Text Generation. | Jingyang Deng, Ran Chen, Jo-Ku Cheng, Jinwen Ma |
| 2025 | ICASSP | Enhancing Large Language Models on Domain-specific Tasks: A Novel Training Strategy via Domain Adaptation and Preference Alignment. | Jingyang Deng, Zeren Zhang, Jo-Ku Cheng, Jinwen Ma |
| 2025 | ICASSP | Diagram Formalization Enhanced Multi-Modal Geometry Problem Solver. | Zeren Zhang, Jo-Ku Cheng, Jingyang Deng, Lu Tian, Jinwen Ma, Ziran Qin, Xiaokai Zhang, Na Zhu, Tuo Leng |
| 2025 | ICASSP | SwapTalk: Audio-Driven Talking Face Generation with One-Shot Customization in Latent Space. | Zeren Zhang, Haibo Qin, Jiayu Huang, Jo-Ku Cheng, Yixin Li, Hui Lin, Yitao Duan, Jinwen Ma |
| 2025 | ICLR | Polynomial Composition Activations: Unleashing the Dynamics of Large Language Models. | Zhijian Zhuo, Ya Wang, Yutao Zeng, Xiaoqing Li, Xun Zhou, Jinwen Ma |
| 2024 | ACML | Graph Neural Networks (with Proper Weights) Can Escape Oversmoothing. | Zhijian Zhuo, Yifei Wang, Jinwen Ma, Yisen Wang |
| 2024 | ECAI | FltLM: An Intergrated Long-Context Large Language Model for Effective Context Filtering and Understanding. | Jingyang Deng, Zhengyang Shen, Boyang Wang, Lixin Su, Suqi Cheng, Ying Nie, Junfeng Wang, Dawei Yin, Jinwen Ma |
| 2024 | ICONIP | Neural Collapse Inspired Regularization for Deep Graph Neural Networks. | Zhijian Zhuo, Jinwen Ma |
| 2024 | IJCAI | Geometry-Guided Conditional Adaptation for Surrogate Models of Large-Scale 3D PDEs on Arbitrary Geometries. | Jingyang Deng, Xingjian Li, Haoyi Xiong, Xiaoguang Hu, Jinwen Ma |
| 2023 | ICASSP | PCSalmix: Gradient Saliency-Based Mix Augmentation for Point Cloud Classification. | Tao Hong, Zeren Zhang, Jinwen Ma |
| 2023 | ICLR | Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism. | Zhijian Zhuo, Yifei Wang, Jinwen Ma, Yisen Wang |
| 2023 | ICONIP | CMMix: Cross-Modal Mix Augmentation Between Images and Texts for Visual Grounding. | Tao Hong, Ya Wang, Xingwu Sun, Xiaoqing Li, Jinwen Ma |
| 2023 | WACV | Is Bigger Always Better? An Empirical Study on Efficient Architectures for Style Transfer and Beyond. | Jie An, Tao Li, Hao-Zhi Huang, Jinwen Ma, Jiebo Luo |
| 2022 | ACCV | SG-Net: Semantic Guided Network for Image Dehazing. | Tao Hong, Xiangyang Guo, Zeren Zhang, Jinwen Ma |
| 2022 | ICML | PDO-s3DCNNs: Partial Differential Operator Based Steerable 3D CNNs. | Zhengyang Shen, Tao Hong, Qi She, Jinwen Ma, Zhouchen Lin |
| 2022 | IJCNN | Adaptive Harmony Learning and Optimization for Attributed Graph Clustering. | Daqing Wu, Xiangyang Guo, Xiao Luo, Ziyue Qiao, Jinwen Ma |
| 2021 | AAAI | Predictive Adversarial Learning from Positive and Unlabeled Data. | Wenpeng Hu, Ran Le, Bing Liu, Feng Ji, Jinwen Ma, Dongyan Zhao, Rui Yan |
| 2021 | AAAI | Continual Learning by Using Information of Each Class Holistically. | Wenpeng Hu, Qi Qin, Mengyu Wang, Jinwen Ma, Bing Liu |
| 2021 | AAAI | PDO-eS2CNNs: Partial Differential Operator Based Equivariant Spherical CNNs. | Zhengyang Shen, Tiancheng Shen, Zhouchen Lin, Jinwen Ma |
| 2021 | ICDM | Composition-Enhanced Graph Collaborative Filtering for Multi-behavior Recommendation. | Daqing Wu, Xiao Luo, Zeyu Ma, Chong Chen, Pengfei Wang, Minghua Deng, Jinwen Ma |
| 2021 | ICONIP | NSF-Based Mixture of Gaussian Processes and Its Variational EM Algorithm. | Xiangyang Guo, Daqing Wu, Tao Hong, Jinwen Ma |
| 2021 | ICONIP | Average Mean Functions Based EM Algorithm for Mixtures of Gaussian Processes. | Tao Li, Xiao Luo, Jinwen Ma |
| 2021 | ICONIP | Concordant Contrastive Learning for Semi-supervised Node Classification on Graph. | Daqing Wu, Xiao Luo, Xiangyang Guo, Chong Chen, Minghua Deng, Jinwen Ma |
| 2021 | IJCAI | CIMON: Towards High-quality Hash Codes. | Xiao Luo, Daqing Wu, Zeyu Ma, Chong Chen, Minghua Deng, Jinwen Ma, Zhongming Jin, Jianqiang Huang, Xian-Sheng Hua |
| 2021 | IJCNN | ARGO: Modeling Heterogeneity in E-commerce Recommendation. | Daqing Wu, Xiao Luo, Zeyu Ma, Chong Chen, Minghua Deng, Jinwen Ma |
| 2020 | AAAI | Multi-Label Classification with Label Graph Superimposing. | Ya Wang, Dongliang He, Fu Li, Xiang Long, Zhichao Zhou, Jinwen Ma, Shilei Wen |
| 2020 | COLING | Translation vs. Dialogue: A Comparative Analysis of Sequence-to-Sequence Modeling. | Wenpeng Hu, Ran Le, Bing Liu, Jinwen Ma, Dongyan Zhao, Rui Yan |
| 2020 | COLING | Transformation of Dense and Sparse Text Representations. | Wenpeng Hu, Mengyu Wang, Bing Liu, Feng Ji, Jinwen Ma, Dongyan Zhao |
| 2020 | ICML | PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions. | Zhengyang Shen, Lingshen He, Zhouchen Lin, Jinwen Ma |
| 2020 | ICONIP | Simultaneous Inpainting and Colorization via Tensor Completion. | Tao Li, Jinwen Ma |
| 2020 | ICONIP | Functional Data Clustering Analysis via the Learning of Gaussian Processes with Wasserstein Distance. | Tao Li, Jinwen Ma |
| 2020 | ICPR | T-SVD Based Non-convex Tensor Completion and Robust Principal Component Analysis. | Tao Li, Jinwen Ma |
| 2019 | CVPR | Tangent-Normal Adversarial Regularization for Semi-Supervised Learning. | Bing Yu, Jingfeng Wu, Jinwen Ma, Zhanxing Zhu |
| 2019 | ICLR | Overcoming Catastrophic Forgetting for Continual Learning via Model Adaptation. | Wenpeng Hu, Zhou Lin, Bing Liu, Chongyang Tao, Zhengwei Tao, Jinwen Ma, Dongyan Zhao, Rui Yan |
| 2019 | ICML | The Anisotropic Noise in Stochastic Gradient Descent: Its Behavior of Escaping from Sharp Minima and Regularization Effects. | Zhanxing Zhu, Jingfeng Wu, Bing Yu, Lei Wu, Jinwen Ma |
| 2019 | ICONIP | Exploiting Cluster Structure in Probabilistic Matrix Factorization. | Tao Li, Jinwen Ma |
| 2019 | ICONIP | Swarm Intelligence Based Ensemble Learning of Deep Neural Networks. | Tao Li, Jinwen Ma |
| 2019 | IJCAI | GSN: A Graph-Structured Network for Multi-Party Dialogues. | Wenpeng Hu, Zhangming Chan, Bing Liu, Dongyan Zhao, Jinwen Ma, Rui Yan |
| 2019 | IJCNN | Convolutional Neural Network based Eye Recognition from Distantly Acquired Face Images for Human Identification. | Kazi Shah Nawaz Ripon, Lasker Ershad Ali, Nazmul H. Siddique, Jinwen Ma |
| 2018 | ECCV | ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes. | Taihong Xiao, Jiapeng Hong, Jinwen Ma |
| 2018 | ICLR | Aspect-based Question Generation. | Wenpeng Hu, Bing Liu, Jinwen Ma, Dongyan Zhao, Rui Yan |
| 2018 | ICLR | DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images. | Taihong Xiao, Jiapeng Hong, Jinwen Ma |
| 2017 | ICONIP | CNN-LSTM Neural Network Model for Quantitative Strategy Analysis in Stock Markets. | Shuanglong Liu, Chao Zhang, Jinwen Ma |
| 2017 | ICONIP | End-to-End Scene Text Recognition with Character Centroid Prediction. | Wei Zhao, Jinwen Ma |
| 2015 | CVPR | Combination features and models for human detection. | Yunsheng Jiang, Jinwen Ma |
| 2015 | ICIP | Image segmentation with the competitive learning based MS model. | Junfeng Luo, Jinwen Ma |
| 2015 | ISNN | Automatic Model Selection of the Mixtures of Gaussian Processes for Regression. | Zhe Qiang, Jinwen Ma |
| 2015 | ISNN | An MCMC Based EM Algorithm for Mixtures of Gaussian Processes. | Di Wu, Ziyi Chen, Jinwen Ma |
| 2015 | ISNN | An Effective Model Selection Criterion for Mixtures of Gaussian Processes. | Longbo Zhao, Ziyi Chen, Jinwen Ma |
| 2015 | SMC | Modularity Dominated Density Based Merging Search for Community Discovery. | Zhongyu Wang, Jinwen Ma |
| 2014 | ISNN | Fast and Effective Image Segmentation via Superpixels and Adaptive Thresholding. | Yunsheng Jiang, Jinwen Ma |
| 2014 | ISNN | Kernel Parameter Optimization for KFDA Based on the Maximum Margin Criterion. | Yue Zhao, Jinwen Ma |
| 2014 | ISNN | Diagonal Log-Normal Generalized RBF Neural Network for Stock Price Prediction. | Wenli Zheng, Jinwen Ma |
| 2014 | SMC | Dynamically regularized harmony learning of Gaussian mixtures. | Hongyan Wang, Jinwen Ma |
| 2013 | ISNN | A Novel Geodesic Distance Based Clustering Approach to Delineating Boundaries of Touching Cells. | Xu Chen, Yanqiao Zhu, Fuhai Li, Zeyi Zheng, Eric Chang, Jinwen Ma, Stephen T. C. Wong |
| 2013 | ISNN | Local Fisher Discriminant Analysis with Locally Linear Embedding Affinity Matrix. | Yue Zhao, Jinwen Ma |
| 2012 | ISNN | An Efficient Histogram-Based Texture Classification Method with Weighted Symmetrized Kullback-Leibler Divergence. | Yongsheng Dong, Jinwen Ma |
| 2011 | ISNN | Contourlet-Based Texture Classification with Product Bernoulli Distributions. | Yongsheng Dong, Jinwen Ma |
| 2011 | ISNN | A Fixed-Point EM Algorithm for Straight Line Detection. | Chonglun Fang, Jinwen Ma |
| 2011 | ISNN | Simultaneous Model Selection and Feature Selection via BYY Harmony Learning. | Hongyan Wang, Jinwen Ma |
| 2011 | ISNN | An Efficient EM Approach to Parameter Learning of the Mixture of Gaussian Processes. | Yan Yang, Jinwen Ma |
| 2009 | ISNN | A Single Loop EM Algorithm for the Mixture of Experts Architecture. | Yan Yang, Jinwen Ma |
| 2008 | ISNN | A Gradient BYY Harmony Learning Algorithm for Straight Line Detection. | Gang Chen, Lei Li, Jinwen Ma |
| 2008 | ISNN | Analysis of the Kurtosis-Sum Objective Function for ICA. | Fei Ge, Jinwen Ma |
| 2008 | ISNN | A BYY Split-and-Merge EM Algorithm for Gaussian Mixture Learning. | Lei Li, Jinwen Ma |
| 2008 | ISNN | BYY Harmony Learning on Weibull Mixture with Automated Model Selection. | Zhijie Ren, Jinwen Ma |
| 2007 | ISNN | Efficient Training of RBF Networks Via the BYY Automated Model Selection Learning Algorithms. | Kai Huang, Le Wang, Jinwen Ma |
| 2007 | ISNN | Informative Gene Set Selection Via Distance Sensitive Rival Penalized Competitive Learning and Redundancy Analysis. | Liangliang Wang, Jinwen Ma |
| 2007 | WWW | Query topic detection for reformulation. | Xuefeng He, Jun Yan, Jinwen Ma, Ning Liu, Zheng Chen |
| 2006 | IJCNN | Contrast Functions for Non-circular and Circular Sources Separation in Complex-Valued ICA. | Zhe Chen, Jinwen Ma |
| 2006 | IJCNN | Automated Model Selection (AMS) on Finite Mixtures: A Theoretical Analysis. | Jinwen Ma |
| 2006 | ISNN | A Gradient Entropy Regularized Likelihood Learning Algorithm on Gaussian Mixture with Automatic Model Selection. | Zhiwu Lu, Jinwen Ma |
| 2006 | ISNN | The Mahalanobis Distance Based Rival Penalized Competitive Learning Algorithm. | Jinwen Ma, Bin Cao |
| 2005 | CIS | MFCC and SVM Based Recognition of Chinese Vowels. | Fuhai Li, Jinwen Ma, Dezhi Huang |
| 2005 | CIS | Two Adaptive Matching Learning Algorithms for Independent Component Analysis. | Jinwen Ma, Fei Ge, Dengpan Gao |
| 2005 | IDEAL | A Gradient BYY Harmony Learning Algorithm on Mixture of Experts for Curve Detection. | Zhiwu Lu, QianSheng Cheng, Jinwen Ma |
| 2005 | IDEAL | A Multi-population chi | Jun Luo, Jinwen Ma |
| 2005 | IDEAL | A Dynamic Merge-or-Split Learning Algorithm on Gaussian Mixture for Automated Model Selection. | Jinwen Ma, Qi-Cai He |
| 2005 | ISNN | A Step by Step Optimization Approach to Independent Component Analysis. | Dengpan Gao, Jinwen Ma, QianSheng Cheng |
| 2005 | ISNN | An Information Criterion for Informative Gene Selection. | Fei Ge, Jinwen Ma |
| 2005 | ISNN | Non-parametric Statistical Tests for Informative Gene Selection. | Jinwen Ma, Fuhai Li, Jianfeng Liu |
| 2004 | IDEAL | Two Further Gradient BYY Learning Rules for Gaussian Mixture with Automated Model Selection. | Jinwen Ma, Bin Gao, Yang Wang, QianSheng Cheng |
| 2004 | IDEAL | Local Separation Property of the Two-Source ICA Problem with the One-Bit-Matching Condition. | Jinwen Ma, Zhiyong Liu, Lei Xu |
| 2004 | KDD | A rank sum test method for informative gene discovery. | Lin Deng, Jian Pei, Jinwen Ma, Dik Lun Lee |
| 2004 | SIGIR | Learning to cluster web search results. | Hua-Jun Zeng, Qi-Cai He, Zheng Chen, Wei-Ying Ma, Jinwen Ma |
| 1998 | ICONIP | The Memory Capacity of Recurrent Neural Networks for Storing Spatio-Temporal Sequences. | Jinwen Ma |
| 1998 | ICONIP | The Correct Convergence of the Rival Penalized Competitive Learning (RPCL) Algorithm. | Jinwen Ma, Lei Xu |
| 1998 | PIMRC | Modified multi-rate detection for frequency selective Rayleigh fading CDMA channels. | Jinwen Ma, Hongya Ge |