| 2012 | Confident and Consistent Partial Learning of Recursive Functions. | Ziyuan Gao, Frank Stephan |
| 2012 | Regular Inference as Vertex Coloring. | Christophe Costa Florncio, Sicco Verwer |
| 2012 | Efficient Protocols for Distributed Classification and Optimization. | Hal Daum III, Jeff M. Phillips, Avishek Saha, Suresh Venkatasubramanian |
| 2012 | Minimax Number of Strata for Online Stratified Sampling Given Noisy Samples. | Alexandra Carpentier, Rmi Munos |
| 2012 | Recent Developments in Pattern Mining. | Toon Calders |
| 2012 | Editors' Introduction. | Nader H. Bshouty, Gilles Stoltz, Nicolas Vayatis, Thomas Zeugmann |
| 2012 | On the Hardness of Domain Adaptation and the Utility of Unlabeled Target Samples. | Shai Ben-David, Ruth Urner |
| 2012 | Partial Monitoring with Side Information. | Gbor Bartk, Csaba Szepesvri |
| 2012 | On the Learnability of Shuffle Ideals. | Dana Angluin, James Aspnes, Aryeh Kontorovich |
| 2012 | A Closer Look at Adaptive Regret. | Dmitry Adamskiy, Wouter M. Koolen, Alexey V. Chernov, Vladimir Vovk |
| 2011 | Accelerated Training of Max-Margin Markov Networks with Kernels. | Xinhua Zhang, Ankan Saha, S. V. N. Vishwanathan |
| 2011 | Combining Initial Segments of Lists. | Manfred K. Warmuth, Wouter M. Koolen, David P. Helmbold |
| 2011 | Re-adapting the Regularization of Weights for Non-stationary Regression. | Nina Vaits, Koby Crammer |
| 2011 | Axioms for Rational Reinforcement Learning. | Peter Sunehag, Marcus Hutter |
| 2011 | Approximate Reduction from AUC Maximization to 1-Norm Soft Margin Optimization. | Daiki Suehiro, Kohei Hatano, Eiji Takimoto |
| 2011 | Deviations of Stochastic Bandit Regret. | Antoine Salomon, Jean-Yves Audibert |
| 2011 | Optimal Estimation. | Jorma Rissanen |
| 2011 | The Perceptron with Dynamic Margin. | Constantinos Panagiotakopoulos, Petroula Tsampouka |
| 2011 | Universal Knowledge-Seeking Agents. | Laurent Orseau |
| 2011 | Erratum: Learning without Coding. | Samuel E. Moelius, Sandra Zilles |
| 2011 | Making Online Decisions with Bounded Memory. | Chi-Jen Lu, Wei-Fu Lu |
| 2011 | Information Distance and Its Extensions. | Ming Li |
| 2011 | Universal Prediction of Selected Bits. | Tor Lattimore, Marcus Hutter, Vaibhav Gavane |
| 2011 | Time Consistent Discounting. | Tor Lattimore, Marcus Hutter |
| 2011 | Asymptotically Optimal Agents. | Tor Lattimore, Marcus Hutter |