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| 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 |
| Binary Excess Risk for Smooth Convex Surrogates | Feb 7, 2014 | Learning Theory | —Unverified | 0 |
| Two-stage Sampled Learning Theory on Distributions | Feb 7, 2014 | Density EstimationLearning Theory | —Unverified | 0 |
| Bounding Embeddings of VC Classes into Maximum Classes | Jan 29, 2014 | Learning Theory | —Unverified | 0 |
| The Sampling-and-Learning Framework: A Statistical View of Evolutionary Algorithms | Jan 24, 2014 | Binary ClassificationEvolutionary Algorithms | —Unverified | 0 |
| Learning rates of l^q coefficient regularization learning with Gaussian kernel | Dec 19, 2013 | Learning Theory | —Unverified | 0 |
| Evolution and Computational Learning Theory: A survey on Valiant's paper | Dec 17, 2013 | Learning TheorySurvey | —Unverified | 0 |
| A MapReduce based distributed SVM algorithm for binary classification | Dec 15, 2013 | Binary ClassificationClassification | —Unverified | 0 |
| A Unified Approach to Universal Prediction: Generalized Upper and Lower Bounds | Nov 25, 2013 | Learning TheoryMixture-of-Experts | —Unverified | 0 |
| From average case complexity to improper learning complexity | Nov 10, 2013 | Learning Theory | —Unverified | 0 |
| Learning Theory and Algorithms for Revenue Optimization in Second-Price Auctions with Reserve | Oct 21, 2013 | Learning Theory | —Unverified | 0 |
| A Statistical Learning Based System for Fake Website Detection | Sep 27, 2013 | General ClassificationLearning Theory | —Unverified | 0 |
| A Statistical Learning Theory Framework for Supervised Pattern Discovery | Jul 2, 2013 | Learning Theory | —Unverified | 0 |
| Tight Lower Bound on the Probability of a Binomial Exceeding its Expectation | Jun 6, 2013 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Passive Learning with Target Risk | Feb 8, 2013 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Finding the True Frequent Itemsets | Jan 7, 2013 | Learning Theory | —Unverified | 0 |
| Learning Probability Measures with respect to Optimal Transport Metrics | Dec 1, 2012 | Learning TheoryQuantization | —Unverified | 0 |
| Learning DNF Expressions from Fourier Spectrum | Mar 3, 2012 | Learning TheoryPAC learning | —Unverified | 0 |
| A Reinforcement Learning Theory for Homeostatic Regulation | Dec 1, 2011 | Learning Theoryreinforcement-learning | —Unverified | 0 |
| Online Learning: Stochastic, Constrained, and Smoothed Adversaries | Dec 1, 2011 | Learning Theory | —Unverified | 0 |
| Survey & Experiment: Towards the Learning Accuracy | Dec 18, 2010 | Binary ClassificationGeneralization Bounds | —Unverified | 0 |
| Online Learning: Random Averages, Combinatorial Parameters, and Learnability | Dec 1, 2010 | Learning Theory | —Unverified | 0 |
| Online Learning via Sequential Complexities | Jun 6, 2010 | Learning TheoryPrediction | —Unverified | 0 |
| A Contextual-Bandit Approach to Personalized News Article Recommendation | Feb 28, 2010 | ArticlesCollaborative Filtering | CodeCode Available | 0 |
| Human Rademacher Complexity | Dec 1, 2009 | Generalization BoundsLearning Theory | —Unverified | 0 |
| Potential-Based Agnostic Boosting | Dec 1, 2009 | Learning Theory | —Unverified | 0 |