| Permutational Rademacher Complexity: a New Complexity Measure for Transductive Learning | May 12, 2015 | Learning TheoryTransductive Learning | —Unverified | 0 |
| Deep Learning and Continuous Representations for Natural Language Processing | May 1, 2015 | Deep LearningInformation Retrieval | —Unverified | 0 |
| Network Plasticity as Bayesian Inference | Apr 20, 2015 | Bayesian InferenceLearning Theory | CodeCode Available | 0 |
| Risk Bounds for the Majority Vote: From a PAC-Bayesian Analysis to a Learning Algorithm | Mar 28, 2015 | Binary ClassificationLearning Theory | —Unverified | 0 |
| Hierarchical sparse Bayesian learning: theory and application for inferring structural damage from incomplete modal data | Mar 21, 2015 | Learning TheoryStructural Health Monitoring | —Unverified | 0 |
| A Bennett Inequality for the Missing Mass | Mar 20, 2015 | Learning Theory | —Unverified | 0 |
| Efficient Learning of Linear Separators under Bounded Noise | Mar 12, 2015 | Active LearningLearning Theory | —Unverified | 0 |
| Novel Bernstein-like Concentration Inequalities for the Missing Mass | Mar 10, 2015 | Learning Theory | —Unverified | 0 |
| Learning Mixtures of Gaussians in High Dimensions | Mar 2, 2015 | Learning TheoryVocal Bursts Intensity Prediction | —Unverified | 0 |
| On aggregation for heavy-tailed classes | Feb 25, 2015 | Learning Theory | —Unverified | 0 |
| On learning k-parities with and without noise | Feb 18, 2015 | Learning Theory | —Unverified | 0 |
| Towards a Learning Theory of Cause-Effect Inference | Feb 9, 2015 | Causal InferenceGeneralization Bounds | CodeCode Available | 0 |
| The Learnability of Unknown Quantum Measurements | Jan 3, 2015 | BIG-bench Machine LearningLearning Theory | —Unverified | 0 |
| Localized Complexities for Transductive Learning | Nov 26, 2014 | Learning TheoryTransductive Learning | —Unverified | 0 |
| Learning Theory for Distribution Regression | Nov 8, 2014 | Density EstimationLearning Theory | CodeCode Available | 0 |
| Learning circuits with few negations | Oct 30, 2014 | Learning TheoryNegation | —Unverified | 0 |
| Computabilities of Validity and Satisfiability in Probability Logics over Finite and Countable Models | Oct 12, 2014 | Learning Theory | —Unverified | 0 |
| Robust Optimization using Machine Learning for Uncertainty Sets | Jul 4, 2014 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Simultaneous Model Selection and Optimization through Parameter-free Stochastic Learning | Jun 15, 2014 | Learning TheoryModel Selection | —Unverified | 0 |
| Deep Fisher Kernels - End to End Learning of the Fisher Kernel GMM Parameters | Jun 1, 2014 | Learning TheoryObject Categorization | —Unverified | 0 |
| Structural Return Maximization for Reinforcement Learning | May 12, 2014 | Learning Theoryreinforcement-learning | —Unverified | 0 |
| A Mathematical Theory of Learning | May 7, 2014 | ClusteringLearning Theory | —Unverified | 0 |
| Corpus-Based Computation of Reverse Associations | May 1, 2014 | Language AcquisitionLearning Theory | —Unverified | 0 |
| Bayesian image segmentations by Potts prior and loopy belief propagation | Apr 11, 2014 | Image SegmentationLearning Theory | —Unverified | 0 |
| Novel Deviation Bounds for Mixture of Independent Bernoulli Variables with Application to the Missing Mass | Feb 25, 2014 | Learning Theory | —Unverified | 0 |