| 2006 | Active Learning in the Non-realizable Case. Matti Kääriäinen |
| 2006 | Algorithmic Learning Theory, 17th International Conference, ALT 2006, Barcelona, Spain, October 7-10, 2006, Proceedings José L. Balcázar, Philip M. Long, Frank Stephan |
| 2006 | Asymptotic Learnability of Reinforcement Problems with Arbitrary Dependence. Daniil Ryabko, Marcus Hutter |
| 2006 | Data-Driven Discovery Using Probabilistic Hidden Variable Models. Padhraic Smyth |
| 2006 | Editors' Introduction. José L. Balcázar, Philip M. Long, Frank Stephan |
| 2006 | General Discounting Versus Average Reward. Marcus Hutter |
| 2006 | Hannan Consistency in On-Line Learning in Case of Unbounded Losses Under Partial Monitoring. Chamy Allenberg, Peter Auer, László Györfi, György Ottucsák |
| 2006 | How Many Query Superpositions Are Needed to Learn? Jorge Castro |
| 2006 | Is There an Elegant Universal Theory of Prediction? Shane Legg |
| 2006 | Iterative Learning from Positive Data and Negative Counterexamples. Sanjay Jain, Efim B. Kinber |
| 2006 | Large-Margin Thresholded Ensembles for Ordinal Regression: Theory and Practice. Hsuan-Tien Lin, Ling Li |
| 2006 | Leading Strategies in Competitive On-Line Prediction. Vladimir Vovk |
| 2006 | Learning Linearly Separable Languages. Leonid Kontorovich, Corinna Cortes, Mehryar Mohri |
| 2006 | Learning Unions of Alp Atici, Rocco A. Servedio |
| 2006 | Learning and Extending Sublanguages. Sanjay Jain, Efim B. Kinber |
| 2006 | Learning-Related Complexity of Linear Ranking Functions. Atsuyoshi Nakamura |
| 2006 | Mind Change Complexity of Inferring Unbounded Unions of Pattern Languages from Positive Data. Matthew de Brecht, Akihiro Yamamoto |
| 2006 | On Exact Learning Halfspaces with Random Consistent Hypothesis Oracle. Nader H. Bshouty, Ehab Wattad |
| 2006 | On Exact Learning from Random Walk. Nader H. Bshouty, Iddo Bentov |
| 2006 | Probabilistic Generalization of Simple Grammars and Its Application to Reinforcement Learning. Takeshi Shibata, Ryo Yoshinaka, Takashi Chikayama |
| 2006 | Reinforcement Learning and Apprenticeship Learning for Robotic Control. Andrew Y. Ng |
| 2006 | Risk-Sensitive Online Learning. Eyal Even-Dar, Michael J. Kearns, Jennifer Wortman |
| 2006 | Smooth Boosting Using an Information-Based Criterion. Kohei Hatano |
| 2006 | Solving Semi-infinite Linear Programs Using Boosting-Like Methods. Gunnar Rätsch |
| 2006 | Spectral Norm in Learning Theory: Some Selected Topics. Hans Ulrich Simon |
| 2006 | Teaching Memoryless Randomized Learners Without Feedback. Frank J. Balbach, Thomas Zeugmann |
| 2006 | The Complexity of Learning SUBSEQ ( Stephen A. Fenner, William I. Gasarch |
| 2006 | The Missing Consistency Theorem for Bayesian Learning: Stochastic Model Selection. Jan Poland |
| 2006 | Towards a Better Understanding of Incremental Learning. Sanjay Jain, Steffen Lange, Sandra Zilles |
| 2006 | Unsupervised Slow Subspace-Learning from Stationary Processes. Andreas Maurer |
| 2006 | e-Science and the Semantic Web: A Symbiotic Relationship. Carole A. Goble, Óscar Corcho, Pinar Alper, David De Roure |