| 2017 | Mini-batch Block-coordinate based Stochastic Average Adjusted Gradient Methods to Solve Big Data Problems. | Vinod Kumar Chauhan, Kalpana Dahiya, Anuj Sharma |
| 2017 | Deep Competitive Pathway Networks. | Jia-Ren Chang, Yong-Sheng Chen |
| 2017 | On the Flatness of Loss Surface for Two-layered ReLU Networks. | Jiezhang Cao, Qingyao Wu, Yuguang Yan, Li Wang, Mingkui Tan |
| 2017 | \emphNeuralPower: Predict and Deploy Energy-Efficient Convolutional Neural Networks. | Ermao Cai, Da-Cheng Juan, Dimitrios Stamoulis, Diana Marculescu |
| 2017 | Magnitude-Preserving Ranking for Structured Outputs. | Cline Brouard, Eric Bach, Sebastian Bcker, Juho Rousu |
| 2017 | Distributionally Robust Groupwise Regularization Estimator. | Jose H. Blanchet, Yang Kang |
| 2017 | Multi-Task Structured Prediction for Entity Analysis: Search-Based Learning Algorithms. | Chao Ma, Janardhan Rao Doppa, Prasad Tadepalli, Hamed Shahbazi, Xiaoli Z. Fern |
| 2016 | Learning Feature Aware Metric. | Han-Jia Ye, De-Chuan Zhan, Xue-Min Si, Yuan Jiang |
| 2016 | Enhancing Topic Modeling on Short Texts with Crowdsourcing. | Xiaoyan Yang, Shanshan Ying, Wenzhe Yu, Rong Zhang, Zhenjie Zhang |
| 2016 | Multitask Principal Component Analysis. | Ikko Yamane, Florian Yger, Maxime Berar, Masashi Sugiyama |
| 2016 | Modelling Symbolic Music: Beyond the Piano Roll. | Christian Walder |
| 2016 | Secure Approximation Guarantee for Cryptographically Private Empirical Risk Minimization. | Toshiyuki Takada, Hiroyuki Hanada, Yoshiji Yamada, Jun Sakuma, Ichiro Takeuchi |
| 2016 | EcoICA: Skewness-based ICA via Eigenvectors of Cumulant Operator. | Liyan Song, Haiping Lu |
| 2016 | Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA. | Liyan Song, Haiping Lu |
| 2016 | An Efficient Approach for Multi-Sentence Compression. | Elaheh ShafieiBavani, Mohammad Ebrahimi, Raymond K. Wong, Fang Chen |
| 2016 | Cost Sensitive Online Multiple Kernel Classification. | Doyen Sahoo, Steven C. H. Hoi, Peilin Zhao |
| 2016 | Linearized Alternating Direction Method of Multipliers for Constrained Nonconvex Regularized Optimization. | Linbo Qiao, Bofeng Zhang, Jinshu Su, Xicheng Lu |
| 2016 | Multiple Kernel Learning with Data Augmentation. | Khanh Nguyen, Trung Le, Vu Nguyen, Tu Dinh Nguyen, Dinh Q. Phung |
| 2016 | A Bayesian Nonparametric Approach for Multi-label Classification. | Vu Nguyen, Sunil Gupta, Santu Rana, Cheng Li, Svetha Venkatesh |
| 2016 | Echo State Hoeffding Tree Learning. | Diego Marron, Jesse Read, Albert Bifet, Talel Abdessalem, Eduard Ayguad, Jos R. Herrero |
| 2016 | Simulation and Calibration of a Fully Bayesian Marked Multidimensional Hawkes Process with Dissimilar Decays. | Kar Wai Lim, Young Lee, Leif Hanlen, Hongbiao Zhao |
| 2016 | Localized Multiple Kernel Learning - A Convex Approach. | Yunwen Lei, Alexander Binder, rn Dogan, Marius Kloft |
| 2016 | Bank of Weight Filters for Deep CNNs. | Suresh Kirthi Kumaraswamy, P. S. Sastry, Kalpathi Ramakrishnan |
| 2016 | Collaborative Recurrent Neural Networks for Dynamic Recommender Systems. | Young-Jun Ko, Lucas Maystre, Matthias Grossglauser |
| 2016 | Geometry-aware stationary subspace analysis. | Inbal Horev, Florian Yger, Masashi Sugiyama |