| 2012 | A Closer Look at Adaptive Regret. Dmitry Adamskiy, Wouter M. Koolen, Alexey V. Chernov, Vladimir Vovk |
| 2012 | Algorithmic Learning Theory - 23rd International Conference, ALT 2012, Lyon, France, October 29-31, 2012. Proceedings Nader H. Bshouty, Gilles Stoltz, Nicolas Vayatis, Thomas Zeugmann |
| 2012 | Automatic Learning from Positive Data and Negative Counterexamples. Sanjay Jain, Efim B. Kinber |
| 2012 | Buy Low, Sell High. Wouter M. Koolen, Vladimir Vovk |
| 2012 | Confident and Consistent Partial Learning of Recursive Functions. Ziyuan Gao, Frank Stephan |
| 2012 | Data Stability in Clustering: A Closer Look. Lev Reyzin |
| 2012 | Declarative Modeling for Machine Learning and Data Mining. Luc De Raedt |
| 2012 | Editors' Introduction. Nader H. Bshouty, Gilles Stoltz, Nicolas Vayatis, Thomas Zeugmann |
| 2012 | Efficient Protocols for Distributed Classification and Optimization. Hal Daumé III, Jeff M. Phillips, Avishek Saha, Suresh Venkatasubramanian |
| 2012 | Enlarging Learnable Classes. Sanjay Jain, Timo Kötzing, Frank Stephan |
| 2012 | Exploring Sequential Data. Gilbert Ritschard |
| 2012 | Kernelization of Matrix Updates, When and How? Manfred K. Warmuth, Wojciech Kotlowski, Shuisheng Zhou |
| 2012 | Learnability beyond Uniform Convergence. Shai Shalev-Shwartz |
| 2012 | Lower Bounds on Individual Sequence Regret. Eyal Gofer, Yishay Mansour |
| 2012 | Minimax Number of Strata for Online Stratified Sampling Given Noisy Samples. Alexandra Carpentier, Rémi Munos |
| 2012 | New Analysis and Algorithm for Learning with Drifting Distributions. Mehryar Mohri, Andres Muñoz Medina |
| 2012 | On the Hardness of Domain Adaptation and the Utility of Unlabeled Target Samples. Shai Ben-David, Ruth Urner |
| 2012 | On the Learnability of Shuffle Ideals. Dana Angluin, James Aspnes, Aryeh Kontorovich |
| 2012 | Online Prediction under Submodular Constraints. Daiki Suehiro, Kohei Hatano, Shuji Kijima, Eiji Takimoto, Kiyohito Nagano |
| 2012 | PAC Bounds for Discounted MDPs. Tor Lattimore, Marcus Hutter |
| 2012 | Partial Monitoring with Side Information. Gábor Bartók, Csaba Szepesvári |
| 2012 | Predictive Complexity and Generalized Entropy Rate of Stationary Ergodic Processes. Mrinalkanti Ghosh, Satyadev Nandakumar |
| 2012 | Recent Developments in Pattern Mining. Toon Calders |
| 2012 | Regret Bounds for Restless Markov Bandits. Ronald Ortner, Daniil Ryabko, Peter Auer, Rémi Munos |
| 2012 | Regular Inference as Vertex Coloring. Christophe Costa Florêncio, Sicco Verwer |
| 2012 | Sauer's Bound for a Notion of Teaching Complexity. Rahim Samei, Pavel Semukhin, Boting Yang, Sandra Zilles |
| 2012 | Some Rates of Convergence for the Selected Lasso Estimator. Pascal Massart, Caroline Meynet |
| 2012 | The Safe Bayesian - Learning the Learning Rate via the Mixability Gap. Peter Grünwald |
| 2012 | Thompson Sampling: An Asymptotically Optimal Finite-Time Analysis. Emilie Kaufmann, Nathaniel Korda, Rémi Munos |
| 2012 | Weighted Last-Step Min-Max Algorithm with Improved Sub-logarithmic Regret. Edward Moroshko, Koby Crammer |