| 2011 | Accelerated Training of Max-Margin Markov Networks with Kernels. Xinhua Zhang, Ankan Saha, S. V. N. Vishwanathan |
| 2011 | Adaptive and Optimal Online Linear Regression on ℓ1-Balls. Sébastien Gerchinovitz, Jia Yuan Yu |
| 2011 | Algorithmic Learning Theory - 22nd International Conference, ALT 2011, Espoo, Finland, October 5-7, 2011. Proceedings Jyrki Kivinen, Csaba Szepesvári, Esko Ukkonen, Thomas Zeugmann |
| 2011 | Approximate Reduction from AUC Maximization to 1-Norm Soft Margin Optimization. Daiki Suehiro, Kohei Hatano, Eiji Takimoto |
| 2011 | Asymptotically Optimal Agents. Tor Lattimore, Marcus Hutter |
| 2011 | Axioms for Rational Reinforcement Learning. Peter Sunehag, Marcus Hutter |
| 2011 | Combining Initial Segments of Lists. Manfred K. Warmuth, Wouter M. Koolen, David P. Helmbold |
| 2011 | Competing against the Best Nearest Neighbor Filter in Regression. Arnak S. Dalalyan, Joseph Salmon |
| 2011 | Deviations of Stochastic Bandit Regret. Antoine Salomon, Jean-Yves Audibert |
| 2011 | Distributional Learning of Simple Context-Free Tree Grammars. Anna Kasprzik, Ryo Yoshinaka |
| 2011 | Domain Adaptation in Regression. Corinna Cortes, Mehryar Mohri |
| 2011 | Editors' Introduction. Jyrki Kivinen, Csaba Szepesvári, Esko Ukkonen, Thomas Zeugmann |
| 2011 | Erratum: Learning without Coding. Samuel E. Moelius, Sandra Zilles |
| 2011 | Information Distance and Its Extensions. Ming Li |
| 2011 | Iterative Learning from Positive Data and Counters. Timo Kötzing |
| 2011 | Learning Relational Patterns. Michael Geilke, Sandra Zilles |
| 2011 | Learning a Classifier when the Labeling Is Known. Shalev Ben-David, Shai Ben-David |
| 2011 | Learning and Classifying. Sanjay Jain, Eric Martin, Frank Stephan |
| 2011 | Learning from Label Preferences. Eyke Hüllermeier, Johannes Fürnkranz |
| 2011 | Lipschitz Bandits without the Lipschitz Constant. Sébastien Bubeck, Gilles Stoltz, Jia Yuan Yu |
| 2011 | Making Online Decisions with Bounded Memory. Chi-Jen Lu, Wei-Fu Lu |
| 2011 | Models for Autonomously Motivated Exploration in Reinforcement Learning - (Extended Abstract). Peter Auer, Shiau Hong Lim, Chris Watkins |
| 2011 | On Noise-Tolerant Learning of Sparse Parities and Related Problems. Elena Grigorescu, Lev Reyzin, Santosh S. Vempala |
| 2011 | On Upper-Confidence Bound Policies for Switching Bandit Problems. Aurélien Garivier, Eric Moulines |
| 2011 | On the Expressive Power of Deep Architectures. Yoshua Bengio, Olivier Delalleau |
| 2011 | Optimal Estimation. Jorma Rissanen |
| 2011 | Re-adapting the Regularization of Weights for Non-stationary Regression. Nina Vaits, Koby Crammer |
| 2011 | Regret Minimization Algorithms for Pricing Lookback Options. Eyal Gofer, Yishay Mansour |
| 2011 | Robust Learning of Automatic Classes of Languages. Sanjay Jain, Eric Martin, Frank Stephan |
| 2011 | Semantic Communication for Simple Goals Is Equivalent to On-line Learning. Brendan Juba, Santosh S. Vempala |
| 2011 | Supervised Learning and Co-training. Malte Darnstädt, Hans Ulrich Simon, Balázs Szörényi |
| 2011 | The Perceptron with Dynamic Margin. Constantinos Panagiotakopoulos, Petroula Tsampouka |
| 2011 | Time Consistent Discounting. Tor Lattimore, Marcus Hutter |
| 2011 | Universal Knowledge-Seeking Agents. Laurent Orseau |
| 2011 | Universal Prediction of Selected Bits. Tor Lattimore, Marcus Hutter, Vaibhav Gavane |
| 2011 | Upper-Confidence-Bound Algorithms for Active Learning in Multi-armed Bandits. Alexandra Carpentier, Alessandro Lazaric, Mohammad Ghavamzadeh, Rémi Munos, Peter Auer |