| Discrete Rényi Classifiers | Nov 5, 2015 | Binary Classificationfeature selection | —Unverified | 0 |
| Learning Multi-Domain Convolutional Neural Networks for Visual Tracking | Oct 27, 2015 | Binary ClassificationGeneral Classification | CodeCode Available | 0 |
| A 'Gibbs-Newton' Technique for Enhanced Inference of Multivariate Polya Parameters and Topic Models | Oct 22, 2015 | Binary ClassificationTopic Models | —Unverified | 0 |
| Transductive Optimization of Top k Precision | Oct 20, 2015 | Binary ClassificationInformation Retrieval | —Unverified | 0 |
| Stereo Matching by Training a Convolutional Neural Network to Compare Image Patches | Oct 20, 2015 | Binary ClassificationStereo Matching | CodeCode Available | 1 |
| Functional Frank-Wolfe Boosting for General Loss Functions | Oct 9, 2015 | Binary ClassificationGeneral Classification | —Unverified | 0 |
| The Knowledge Gradient with Logistic Belief Models for Binary Classification | Oct 8, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| Boosting in the presence of outliers: adaptive classification with non-convex loss functions | Oct 5, 2015 | Binary ClassificationGeneral Classification | —Unverified | 0 |
| Optimal Binary Classifier Aggregation for General Losses | Oct 1, 2015 | Binary ClassificationGeneral Classification | CodeCode Available | 0 |
| Supersizing Self-supervision: Learning to Grasp from 50K Tries and 700 Robot Hours | Sep 23, 2015 | Binary Classification | —Unverified | 0 |
| On Binary Classification with Single-Layer Convolutional Neural Networks | Sep 13, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| Multi-Task Learning with Group-Specific Feature Space Sharing | Aug 13, 2015 | Binary ClassificationMulti-Task Learning | CodeCode Available | 0 |
| Neyman-Pearson Classification under High-Dimensional Settings | Aug 13, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| Bayesian Approximate Kernel Regression with Variable Selection | Aug 5, 2015 | Binary Classificationregression | CodeCode Available | 0 |
| ALEVS: Active Learning by Statistical Leverage Sampling | Jul 15, 2015 | Active LearningBinary Classification | —Unverified | 0 |
| Detecting single-trial EEG evoked potential using a wavelet domain linear mixed model: application to error potentials classification | Jun 25, 2015 | Binary ClassificationDimensionality Reduction | —Unverified | 0 |
| On the Interpretability of Conditional Probability Estimates in the Agnostic Setting | Jun 9, 2015 | Binary ClassificationGeneral Classification | —Unverified | 0 |
| Convergence Rates of Active Learning for Maximum Likelihood Estimation | Jun 8, 2015 | Active LearningBinary Classification | —Unverified | 0 |
| Exploiting an Oracle that Reports AUC Scores in Machine Learning Contests | Jun 3, 2015 | BIG-bench Machine LearningBinary Classification | —Unverified | 0 |
| Learning with Symmetric Label Noise: The Importance of Being Unhinged | May 28, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| Some Open Problems in Optimal AdaBoost and Decision Stumps | May 26, 2015 | Binary Classification | —Unverified | 0 |
| Diffusion Methods for Classification with Pairwise Relationships | May 22, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| On the relation between accuracy and fairness in binary classification | May 21, 2015 | Binary ClassificationClassification | —Unverified | 0 |
| Fuzzy Least Squares Twin Support Vector Machines | May 20, 2015 | Binary ClassificationGeneral Classification | —Unverified | 0 |
| An Analysis of Active Learning With Uniform Feature Noise | May 15, 2015 | Active LearningBinary Classification | —Unverified | 0 |
