| 2014 | Bandit Online Optimization over the Permutahedron. | Nir Ailon, Kohei Hatano, Eiji Takimoto |
| 2014 | On Exact Learning Monotone DNF from Membership Queries. | Hasan Abasi, Nader H. Bshouty, Hanna Mazzawi |
| 2014 | Learning Boolean Halfspaces with Small Weights from Membership Queries. | Hasan Abasi, Ali Z. Abdi, Nader H. Bshouty |
| 2014 | Policy Gradients for CVaR-Constrained MDPs. | Prashanth L. A. |
| 2013 | Universal Algorithm for Trading in Stock Market Based on the Method of Calibration. | Vladimir V. V'yugin |
| 2013 | On Competitive Recommendations. | Jara Uitto, Roger Wattenhofer |
| 2013 | Efficient Algorithms for Combinatorial Online Prediction. | Eiji Takimoto, Kohei Hatano |
| 2013 | PAC Learning of Some Subclasses of Context-Free Grammars with Basic Distributional Properties from Positive Data. | Chihiro Shibata, Ryo Yoshinaka |
| 2013 | Unsupervised Model-Free Representation Learning. | Daniil Ryabko |
| 2013 | Algorithmic Connections between Active Learning and Stochastic Convex Optimization. | Aaditya Ramdas, Aarti Singh |
| 2013 | Universal Knowledge-Seeking Agents for Stochastic Environments. | Laurent Orseau, Tor Lattimore, Marcus Hutter |
| 2013 | Online PCA with Optimal Regrets. | Jiazhong Nie, Wojciech Kotlowski, Manfred K. Warmuth |
| 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 | An Efficient Algorithm for Learning with Semi-bandit Feedback. | Gergely Neu, Gbor Bartk |
| 2013 | Robust Risk-Averse Stochastic Multi-armed Bandits. | Odalric-Ambrym Maillard |
| 2013 | Faster Hoeffding Racing: Bernstein Races via Jackknife Estimates. | Po-Ling Loh, Sebastian Nowozin |
| 2013 | Concentration and Confidence for Discrete Bayesian Sequence Predictors. | Tor Lattimore, Marcus Hutter, Peter Sunehag |
| 2013 | Nonparametric Multiple Change Point Estimation in Highly Dependent Time Series. | Azadeh Khaleghi, Daniil Ryabko |
| 2013 | Dimension-Adaptive Bounds on Compressive FLD Classification. | Ata Kabn, Robert J. Durrant |
| 2013 | Editors' Introduction. | Sanjay Jain, Rmi Munos, Frank Stephan, Thomas Zeugmann |
| 2013 | Learning a Bounded-Degree Tree Using Separator Queries. | M. Jagadish, Anindya Sen |
| 2013 | Adaptive Metric Dimensionality Reduction. | Lee-Ad Gottlieb, Aryeh Kontorovich, Robert Krauthgamer |
| 2013 | Partial Learning of Recursively Enumerable Languages. | Ziyuan Gao, Frank Stephan, Sandra Zilles |
| 2013 | Combinatorial Online Prediction via Metarounding. | Takahiro Fujita, Kohei Hatano, Eiji Takimoto |
| 2013 | Order Compression Schemes. | Malte Darnstdt, Thorsten Doliwa, Hans Ulrich Simon, Sandra Zilles |