| 2025 | ICCV | Reinforcement Learning-Guided Data Selection Via Redundancy Assessment. | Suorong Yang, Peijia Li, Furao Shen, Jian Zhao |
| 2025 | ICLR | A CLIP-Powered Framework for Robust and Generalizable Data Selection. | Suorong Yang, Peng Ye, Wanli Ouyang, Dongzhan Zhou, Furao Shen |
| 2025 | ICML | When Dynamic Data Selection Meets Data Augmentation: Achieving Enhanced Training Acceleration. | Suorong Yang, Peng Ye, Furao Shen, Dongzhan Zhou |
| 2024 | AAAI | RoPDA: Robust Prompt-Based Data Augmentation for Low-Resource Named Entity Recognition. | Sihan Song, Furao Shen, Jian Zhao |
| 2024 | ECCV | EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification. | Suorong Yang, Furao Shen, Jian Zhao |
| 2024 | ICLR | Hybrid Directional Graph Neural Network for Molecules. | Junyi An, Chao Qu, Zhipeng Zhou, Fenglei Cao, Yinghui Xu, Yuan Qi, Furao Shen |
| 2023 | AAAI | Contrastive Open Set Recognition. | Baile Xu, Furao Shen, Jian Zhao |
| 2019 | IJCAI | Latent Semantics Encoding for Label Distribution Learning. | Suping Xu, Lin Shang, Furao Shen |
| 2019 | USENIX | Cross-dataset Time Series Anomaly Detection for Cloud Systems. | Xu Zhang, Qingwei Lin, Yong Xu, Si Qin, Hongyu Zhang, Bo Qiao, Yingnong Dang, Xinsheng Yang, Qian Cheng, Murali Chintalapati, Youjiang Wu, Ken Hsieh, Kaixin Sui, Xin Meng, Yaohai Xu, Wenchi Zhang, Furao Shen, Dongmei Zhang |
| 2018 | AAAI | Perception Coordination Network: A Framework for Online Multi-Modal Concept Acquisition and Binding. | Youlu Xing, Furao Shen, Jinxi Zhao, Jingxin Pan, Ah-Hwee Tan |
| 2017 | ICONIP | An Incremental Deep Learning Network for On-line Unsupervised Feature Extraction. | Yu Liang, Yi Yang, Furao Shen, Jinxi Zhao, Tao Zhu |
| 2017 | ICONIP | A Self-adaptive Growing Method for Training Compact RBF Networks. | Baile Xu, Furao Shen, Jinxi Zhao, Tianyue Zhang |
| 2017 | ICONIP | Time Series Forecasting Using GRU Neural Network with Multi-lag After Decomposition. | Xu Zhang, Furao Shen, Jinxi Zhao, GuoHai Yang |
| 2017 | ICONIP | Fuzzy Self-Organizing Incremental Neural Network for Fuzzy Clustering. | Tianyue Zhang, Baile Xu, Furao Shen |
| 2017 | ICONIP | Topology Learning Embedding: A Fast and Incremental Method for Manifold Learning. | Tao Zhu, Furao Shen, Jinxi Zhao, Yu Liang |
| 2016 | ICONIP | An Incremental One Class Learning Framework for Large Scale Data. | Qilin Deng, Yi Yang, Furao Shen, Chaomin Luo, Jinxi Zhao |
| 2016 | ICONIP | A Swarm Intelligence Algorithm Inspired by Twitter. | Zhihui Lv, Furao Shen, Jinxi Zhao, Tao Zhu |
| 2016 | IJCNN | Image segmentation based on Prototypes Extraction and Merging of clusters in multiple spaces. | Xiaofeng Shi, Furao Shen, Jinxi Zhao |
| 2016 | IJCNN | Density Based Self Organizing Incremental Neural Network for data stream clustering. | Baile Xu, Furao Shen, Jinxi Zhao |
| 2016 | ICTAI | A Fast Manifold Learning Algorithm for Dimensionality Reduction. | Yu Liang, Furao Shen, Jinxi Zhao, Yi Yang |
| 2016 | ICTAI | A Shapelet Learning Method for Time Series Classification. | Yi Yang, Qilin Deng, Furao Shen, Jinxi Zhao, Chaomin Luo |
| 2015 | ICONIP | An Incremental Network with Local Experts Ensemble. | Shaofeng Shen, Qiang Gan, Furao Shen, Chaomin Luo, Jinxi Zhao |
| 2015 | IJCAI | Perception Evolution Network Adapting to the Emergence of New Sensory Receptor. | Youlu Xing, Furao Shen, Jinxi Zhao |
| 2015 | IJCNN | Improved Manifold Learning with competitive Hebbian rule. | Qiang Gan, Furao Shen, Jinxi Zhao |
| 2015 | IJCNN | Solving the data imbalance problem of P300 detection via Random Under-Sampling Bagging SVMs. | Xiaofeng Shi, Guoqiang Xu, Furao Shen, Jinxi Zhao |
| 2015 | IJCNN | L | Youlu Xing, Furao Shen, Chaomin Luo, Jinxi Zhao |
| 2015 | IJCNN | An online incremental learning algorithm for time series. | Haoran Xu, Youlu Xing, Furao Shen, Jinxi Zhao |
| 2015 | PAKDD | Local Adaptive and Incremental Gaussian Mixture for Online Density Estimation. | Tianyu Qiu, Furao Shen, Jinxi Zhao |
| 2015 | PAKDD | An Incremental Local Distribution Network for Unsupervised Learning. | Youlu Xing, Tongyi Cao, Ke Zhou, Furao Shen, Jinxi Zhao |
| 2014 | ICPR | An Extended Isomap for Manifold Topology Learning with SOINN Landmarks. | Qiang Gan, Furao Shen, Jinxi Zhao |
| 2014 | IJCNN | Hidden Markov models based dynamic hand gesture recognition with incremental learning method. | Meng Hu, Furao Shen, Jinxi Zhao |
| 2014 | IJCNN | Using self-organizing incremental neural network (SOINN) For radial basis function networks. | Jie Lu, Furao Shen, Jinxi Zhao |
| 2014 | IJCNN | A model with Fuzzy Granulation and Deep Belief Networks for exchange rate forecasting. | Ren Zhang, Furao Shen, Jinxi Zhao |
| 2013 | IJCNN | A computational model of selecting visual attention based on bottom-up and top-down feature combination. | Wenyong Chen, Furao Shen, Jinxi Zhao |
| 2013 | IJCNN | Speaker recognition based on SOINN and incremental learning Gaussian mixture model. | Zelin Tang, Furao Shen, Jinxi Zhao |
| 2013 | IJCNN | A perception evolution network for unsupervised fast incremental learning. | Youlu Xing, Furao Shen, Jinxi Zhao |
| 2013 | IJCNN | The effect of methods addressing the class imbalance problem on P300 detection. | Guoqiang Xu, Furao Shen, Jinxi Zhao |
| 2013 | IJCNN | An incremental learning face recognition system for single sample per person. | Tao Zhu, Furao Shen, Jinxi Zhao |
| 2012 | PRICAI | A Local Distribution Net for Data Clustering. | Qiubao Ouyang, Furao Shen, Jinxi Zhao |
| 2011 | CIKM | TAKES: a fast method to select features in the kernel space. | Ye Xu, Furao Shen, Wei Ping, Jinxi Zhao |
| 2011 | IJCNN | Forecasting exchange rate with deep belief networks. | Jing Chao, Furao Shen, Jinxi Zhao |
| 2010 | AAAI | Non-I.I.D. Multi-Instance Dimensionality Reduction by Learning a Maximum Bag Margin Subspace. | Wei Ping, Ye Xu, Kexin Ren, Chi-Hung Chi, Furao Shen |
| 2010 | ICANN | Online Knowledge Acquisition and General Problem Solving in a Real World by Humanoid Robots. | Naoya Makibuchi, Furao Shen, Osamu Hasegawa |
| 2010 | ICANN | Self-Organizing Incremental Neural Network and Its Application. | Furao Shen, Osamu Hasegawa |
| 2010 | ICANN | How to Use the SOINN Software: User's Guide (Version 1.0). | Kazuhiro Yamasaki, Naoya Makibuchi, Furao Shen, Osamu Hasegawa |
| 2010 | ICANN | An Online Incremental Learning Support Vector Machine for Large-scale Data. | Jun Zheng, Hui Yu, Furao Shen, Jinxi Zhao |
| 2010 | ICONIP | A Multidirectional Associative Memory Based on Self-organizing Incremental Neural Network. | Hui Yu, Furao Shen, Osamu Hasegawa |
| 2010 | IJCNN | An associative memory system for incremental learning and temporal sequence. | Furao Shen, Hui Yu, Wataru Kasai, Osamu Hasegawa |
| 2009 | CIKM | To obtain orthogonal feature extraction using training data selection. | Ye Xu, Furao Shen, Jinxi Zhao, Osamu Hasegawa |
| 2009 | PAKDD | An Online Incremental Learning Vector Quantization. | Ye Xu, Furao Shen, Osamu Hasegawa, Jinxi Zhao |
| 2004 | ICIP | An effective fractal image coding method without search. | Furao Shen, Osamu Hasegawa |
| 2004 | ICONIP | An Incremental Neural Network for Non-stationary Unsupervised Learning. | Furao Shen, Osamu Hasegawa |