| 2011 | Iterative Learning from Positive Data and Counters. | Timo Ktzing |
| 2011 | Editors' Introduction. | Jyrki Kivinen, Csaba Szepesvri, Esko Ukkonen, Thomas Zeugmann |
| 2011 | Distributional Learning of Simple Context-Free Tree Grammars. | Anna Kasprzik, Ryo Yoshinaka |
| 2011 | Semantic Communication for Simple Goals Is Equivalent to On-line Learning. | Brendan Juba, Santosh S. Vempala |
| 2011 | Learning and Classifying. | Sanjay Jain, Eric Martin, Frank Stephan |
| 2011 | Robust Learning of Automatic Classes of Languages. | Sanjay Jain, Eric Martin, Frank Stephan |
| 2011 | Learning from Label Preferences. | Eyke Hllermeier, Johannes Frnkranz |
| 2011 | On Noise-Tolerant Learning of Sparse Parities and Related Problems. | Elena Grigorescu, Lev Reyzin, Santosh S. Vempala |
| 2011 | Regret Minimization Algorithms for Pricing Lookback Options. | Eyal Gofer, Yishay Mansour |
| 2011 | Adaptive and Optimal Online Linear Regression on ℓ1-Balls. | Sbastien Gerchinovitz, Jia Yuan Yu |
| 2011 | Learning Relational Patterns. | Michael Geilke, Sandra Zilles |
| 2011 | On Upper-Confidence Bound Policies for Switching Bandit Problems. | Aurlien Garivier, Eric Moulines |
| 2011 | Supervised Learning and Co-training. | Malte Darnstdt, Hans Ulrich Simon, Balzs Szrnyi |
| 2011 | Competing against the Best Nearest Neighbor Filter in Regression. | Arnak S. Dalalyan, Joseph Salmon |
| 2011 | Domain Adaptation in Regression. | Corinna Cortes, Mehryar Mohri |
| 2011 | Upper-Confidence-Bound Algorithms for Active Learning in Multi-armed Bandits. | Alexandra Carpentier, Alessandro Lazaric, Mohammad Ghavamzadeh, Rmi Munos, Peter Auer |
| 2011 | Lipschitz Bandits without the Lipschitz Constant. | Sbastien Bubeck, Gilles Stoltz, Jia Yuan Yu |
| 2011 | On the Expressive Power of Deep Architectures. | Yoshua Bengio, Olivier Delalleau |
| 2011 | Learning a Classifier when the Labeling Is Known. | Shalev Ben-David, Shai Ben-David |
| 2011 | Models for Autonomously Motivated Exploration in Reinforcement Learning - (Extended Abstract). | Peter Auer, Shiau Hong Lim, Chris Watkins |
| 2010 | An Identity for Kernel Ridge Regression. | Fedor Zhdanov, Yuri Kalnishkan |
| 2010 | Bayesian Active Learning Using Arbitrary Binary Valued Queries. | Liu Yang, Steve Hanneke, Jaime G. Carbonell |
| 2010 | The Blessing and the Curse of the Multiplicative Updates. | Manfred K. Warmuth |
| 2010 | Algorithms for Adversarial Bandit Problems with Multiple Plays. | Taishi Uchiya, Atsuyoshi Nakamura, Mineichi Kudo |
| 2010 | Consistency of Feature Markov Processes. | Peter Sunehag, Marcus Hutter |