| 2018 | Hypernetwork-based Implicit Posterior Estimation and Model Averaging of CNN. | Kenya Ukai, Takashi Matsubara, Kuniaki Uehara |
| 2018 | RDEC: Integrating Regularization into Deep Embedded Clustering for Imbalanced Datasets. | Yaling Tao, Kentaro Takagi, Kouta Nakata |
| 2018 | RICAP: Random Image Cropping and Patching Data Augmentation for Deep CNNs. | Ryo Takahashi, Takashi Matsubara, Kuniaki Uehara |
| 2018 | End-to-End Time Series Imputation via Residual Short Paths. | Lifeng Shen, Qianli Ma, Sen Li |
| 2018 | Unsupervised Heterogeneous Domain Adaptation with Sparse Feature Transformation. | Chen Shen, Yuhong Guo |
| 2018 | ASVRG: Accelerated Proximal SVRG. | Fanhua Shang, Licheng Jiao, Kaiwen Zhou, James Cheng, Yan Ren, Yufei Jin |
| 2018 | Knowledge Guided Multi-instance Multi-label Learning via Neural Networks in Medicines Prediction. | Junyuan Shang, Shenda Hong, Yuxi Zhou, Meng Wu, Hongyan Li |
| 2018 | ZoomNet: Deep Aggregation Learning for High-Performance Small Pedestrian Detection. | Chong Shang, Haizhou Ai, Zijie Zhuang, Long Chen, Junliang Xing |
| 2018 | A Faster Sampling Algorithm for Spherical | Rameshwar Pratap, Anup Anand Deshmukh, Pratheeksha Nair, Tarun Dutt |
| 2018 | Concorde: Morphological Agreement in Conversational Models. | Daniil Polykovskiy, Dmitry Soloviev, Sergey I. Nikolenko |
| 2018 | Clustering Induced Kernel Learning. | Khanh Nguyen, Nhan Dam, Trung Le, Tu Dinh Nguyen, Dinh Q. Phung |
| 2018 | CHS-NET: A Cascaded Neural Network with Semi-Focal Loss for Mitosis Detection. | Yanbo Ma, Jiarui Sun, Qiuhao Zhou, Kaili Cheng, Xuesong Chen, Yong Zhao |
| 2018 | Making Classifier Chains Resilient to Class Imbalance. | Bin Liu, Grigorios Tsoumakas |
| 2018 | A Scalable Heterogeneous Parallel SOM Based on MPI/CUDA. | Yao Liu, Jun Sun, Qing Yao, Su Wang, Kai Zheng, Yan Liu |
| 2018 | Learning Selfie-Friendly Abstraction from Artistic Style Images. | Yicun Liu, Jimmy S. J. Ren, Jianbo Liu, Xiaohao Chen |
| 2018 | Stock Price Prediction Using Attention-based Multi-Input LSTM. | Hao Li, Yanyan Shen, Yanmin Zhu |
| 2018 | Efficient Mechanisms for Peer Grading and Dueling Bandits. | Chuang-Chieh Lin, Chi-Jen Lu |
| 2018 | Character-based BiLSTM-CRF Incorporating POS and Dictionaries for Chinese Opinion Target Extraction. | Yanzeng Li, Tingwen Liu, Diying Li, Quangang Li, Jinqiao Shi, Yanqiu Wang |
| 2018 | Clustering Uncertain Graphs with Node Attributes. | Yafang Li, Xiangnan Kong, Caiyan Jia, Jianqiang Li |
| 2018 | Feature-correlation-aware Gaussian Process Latent Variable Model. | Ping Li, Songcan Chen |
| 2018 | Extracting Invariant Features From Images Using An Equivariant Autoencoder. | Denis Kuzminykh, Daniil Polykovskiy, Alexander Zhebrak |
| 2018 | ReSet: Learning Recurrent Dynamic Routing in ResNet-like Neural Networks. | Iurii Kemaev, Daniil Polykovskiy, Dmitry P. Vetrov |
| 2018 | Distinguishing Question Subjectivity from Difficulty for Improved Crowdsourcing. | Yuan Jin, Mark J. Carman, Ye Zhu, Wray L. Buntine |
| 2018 | Underwater Image Restoration Based on Convolutional Neural Network. | Yan Hu, Keyan Wang, Xi Zhao, Hui Wang, Yunsong Li |
| 2018 | Cartoon-to-Photo Facial Translation with Generative Adversarial Networks. | Junhong Huang, Mingkui Tan, Yuguang Yan, Chunmei Qing, Qingyao Wu, Zhuliang Yu |