| 2013 | Adaptive Metric Dimensionality Reduction. Lee-Ad Gottlieb, Aryeh Kontorovich, Robert Krauthgamer |
| 2013 | Algorithmic Connections between Active Learning and Stochastic Convex Optimization. Aaditya Ramdas, Aarti Singh |
| 2013 | Algorithmic Learning Theory - 24th International Conference, ALT 2013, Singapore, October 6-9, 2013. Proceedings Sanjay Jain, Rémi Munos, Frank Stephan, Thomas Zeugmann |
| 2013 | An Efficient Algorithm for Learning with Semi-bandit Feedback. Gergely Neu, Gábor Bartók |
| 2013 | Bayesian Methods for Low-Rank Matrix Estimation: Short Survey and Theoretical Study. Pierre Alquier |
| 2013 | Combinatorial Online Prediction via Metarounding. Takahiro Fujita, Kohei Hatano, Eiji Takimoto |
| 2013 | Concentration and Confidence for Discrete Bayesian Sequence Predictors. Tor Lattimore, Marcus Hutter, Peter Sunehag |
| 2013 | Differentially-Private Learning of Low Dimensional Manifolds. Anna Choromanska, Krzysztof Choromanski, Geetha Jagannathan, Claire Monteleoni |
| 2013 | Dimension-Adaptive Bounds on Compressive FLD Classification. Ata Kabán, Robert J. Durrant |
| 2013 | Editors' Introduction. Sanjay Jain, Rémi Munos, Frank Stephan, Thomas Zeugmann |
| 2013 | Efficient Algorithms for Combinatorial Online Prediction. Eiji Takimoto, Kohei Hatano |
| 2013 | Exact Learning from Membership Queries: Some Techniques, Results and New Directions. Nader H. Bshouty |
| 2013 | Fast Spectral Clustering via the Nyström Method. Anna Choromanska, Tony Jebara, HyungTae Kim, Mahesh Mohan, Claire Monteleoni |
| 2013 | Faster Hoeffding Racing: Bernstein Races via Jackknife Estimates. Po-Ling Loh, Sebastian Nowozin |
| 2013 | Generalization and Robustness of Batched Weighted Average Algorithm with V-Geometrically Ergodic Markov Data. Viet Cuong Nguyen, Lam Si Tung Ho, Vu C. Dinh |
| 2013 | Learning a Bounded-Degree Tree Using Separator Queries. M. Jagadish, Anindya Sen |
| 2013 | Learning and Optimizing with Preferences. Nir Ailon |
| 2013 | Nonparametric Multiple Change Point Estimation in Highly Dependent Time Series. Azadeh Khaleghi, Daniil Ryabko |
| 2013 | On Competitive Recommendations. Jara Uitto, Roger Wattenhofer |
| 2013 | Online PCA with Optimal Regrets. Jiazhong Nie, Wojciech Kotlowski, Manfred K. Warmuth |
| 2013 | Order Compression Schemes. Malte Darnstädt, Thorsten Doliwa, Hans Ulrich Simon, Sandra Zilles |
| 2013 | PAC Learning of Some Subclasses of Context-Free Grammars with Basic Distributional Properties from Positive Data. Chihiro Shibata, Ryo Yoshinaka |
| 2013 | Partial Learning of Recursively Enumerable Languages. Ziyuan Gao, Frank Stephan, Sandra Zilles |
| 2013 | Robust Risk-Averse Stochastic Multi-armed Bandits. Odalric-Ambrym Maillard |
| 2013 | Topological Separations in Inductive Inference. John Case, Timo Kötzing |
| 2013 | Universal Algorithm for Trading in Stock Market Based on the Method of Calibration. Vladimir V. V'yugin |
| 2013 | Universal Knowledge-Seeking Agents for Stochastic Environments. Laurent Orseau, Tor Lattimore, Marcus Hutter |
| 2013 | Unsupervised Model-Free Representation Learning. Daniil Ryabko |