| 2007 | Vapnik-Chervonenkis Dimension of Parallel Arithmetic Computations. | Csar Luis Alonso, Jos Luis Montaa |
| 2006 | Leading Strategies in Competitive On-Line Prediction. | Vladimir Vovk |
| 2006 | Data-Driven Discovery Using Probabilistic Hidden Variable Models. | Padhraic Smyth |
| 2006 | Spectral Norm in Learning Theory: Some Selected Topics. | Hans Ulrich Simon |
| 2006 | Probabilistic Generalization of Simple Grammars and Its Application to Reinforcement Learning. | Takeshi Shibata, Ryo Yoshinaka, Takashi Chikayama |
| 2006 | Asymptotic Learnability of Reinforcement Problems with Arbitrary Dependence. | Daniil Ryabko, Marcus Hutter |
| 2006 | Solving Semi-infinite Linear Programs Using Boosting-Like Methods. | Gunnar Rtsch |
| 2006 | The Missing Consistency Theorem for Bayesian Learning: Stochastic Model Selection. | Jan Poland |
| 2006 | Reinforcement Learning and Apprenticeship Learning for Robotic Control. | Andrew Y. Ng |
| 2006 | Learning-Related Complexity of Linear Ranking Functions. | Atsuyoshi Nakamura |
| 2006 | Unsupervised Slow Subspace-Learning from Stationary Processes. | Andreas Maurer |
| 2006 | Large-Margin Thresholded Ensembles for Ordinal Regression: Theory and Practice. | Hsuan-Tien Lin, Ling Li |
| 2006 | Is There an Elegant Universal Theory of Prediction? | Shane Legg |
| 2006 | Learning Linearly Separable Languages. | Leonid Kontorovich, Corinna Cortes, Mehryar Mohri |
| 2006 | Active Learning in the Non-realizable Case. | Matti Kriinen |
| 2006 | Towards a Better Understanding of Incremental Learning. | Sanjay Jain, Steffen Lange, Sandra Zilles |
| 2006 | Iterative Learning from Positive Data and Negative Counterexamples. | Sanjay Jain, Efim B. Kinber |
| 2006 | Learning and Extending Sublanguages. | Sanjay Jain, Efim B. Kinber |
| 2006 | General Discounting Versus Average Reward. | Marcus Hutter |
| 2006 | Smooth Boosting Using an Information-Based Criterion. | Kohei Hatano |
| 2006 | e-Science and the Semantic Web: A Symbiotic Relationship. | Carole A. Goble, scar Corcho, Pinar Alper, David De Roure |
| 2006 | The Complexity of Learning SUBSEQ ( | Stephen A. Fenner, William I. Gasarch |
| 2006 | Risk-Sensitive Online Learning. | Eyal Even-Dar, Michael J. Kearns, Jennifer Wortman |
| 2006 | How Many Query Superpositions Are Needed to Learn? | Jorge Castro |
| 2006 | On Exact Learning Halfspaces with Random Consistent Hypothesis Oracle. | Nader H. Bshouty, Ehab Wattad |