| 2010 | Learning Figures with the Hausdorff Metric by Fractals. | Mahito Sugiyama, Eiju Hirowatari, Hideki Tsuiki, Akihiro Yamamoto |
| 2010 | Contrast Pattern Mining and Its Application for Building Robust Classifiers. | Kotagiri Ramamohanarao |
| 2010 | PAC Learnability of a Concept Class under Non-atomic Measures: A Problem by Vidyasagar. | Vladimir Pestov |
| 2010 | Optimality Issues of Universal Greedy Agents with Static Priors. | Laurent Orseau |
| 2010 | Learning without Coding. | Samuel E. Moelius, Sandra Zilles |
| 2010 | Compressed Learning with Regular Concept. | Jiawei Lv, Jianwen Zhang, Fei Wang, Zheng Wang, Changshui Zhang |
| 2010 | Distribution-Dependent PAC-Bayes Priors. | Guy Lever, Franois Laviolette, John Shawe-Taylor |
| 2010 | Switching Investments. | Wouter M. Koolen, Steven de Rooij |
| 2010 | Online Multiple Kernel Learning: Algorithms and Mistake Bounds. | Rong Jin, Steven C. H. Hoi, Tianbao Yang |
| 2010 | Inductive Inference of Languages from Samplings. | Sanjay Jain, Efim B. Kinber |
| 2010 | Editors' Introduction. | Marcus Hutter, Frank Stephan, Vladimir Vovk, Thomas Zeugmann |
| 2010 | A PAC-Bayes Bound for Tailored Density Estimation. | Matthew Higgs, John Shawe-Taylor |
| 2010 | Approximation Stability and Boosting. | Wei Gao, Zhi-Hua Zhou |
| 2010 | Recursive Teaching Dimension, Learning Complexity, and Maximum Classes. | Thorsten Doliwa, Hans Ulrich Simon, Sandra Zilles |
| 2010 | PageRank Optimization in Polynomial Time by Stochastic Shortest Path Reformulation. | Balzs Csand Csji, Raphal M. Jungers, Vincent D. Blondel |
| 2010 | Towards General Algorithms for Grammatical Inference. | Alexander Clark |
| 2010 | Prediction with Expert Advice under Discounted Loss. | Alexey V. Chernov, Fedor Zhdanov |
| 2010 | Solutions to Open Questions for Non-U-Shaped Learning with Memory Limitations. | John Case, Timo Ktzing |
| 2010 | Discovery of Abstract Concepts by a Robot. | Ivan Bratko |
| 2010 | Toward a Classification of Finite Partial-Monitoring Games. | Gbor Bartk, Dvid Pl, Csaba Szepesvri |
| 2010 | Optimal Online Prediction in Adversarial Environments. | Peter L. Bartlett |
| 2010 | A Lower Bound for Learning Distributions Generated by Probabilistic Automata. | Borja Balle, Jorge Castro, Ricard Gavald |
| 2010 | A Spectral Approach for Probabilistic Grammatical Inference on Trees. | Raphal Bailly, Amaury Habrard, Franois Denis |
| 2010 | Lower Bounds on Learning Random Structures with Statistical Queries. | Dana Angluin, David Eisenstat, Leonid Kontorovich, Lev Reyzin |
| 2010 | Inferring Social Networks from Outbreaks. | Dana Angluin, James Aspnes, Lev Reyzin |