| 2006 | On Exact Learning from Random Walk. | Nader H. Bshouty, Iddo Bentov |
| 2006 | Mind Change Complexity of Inferring Unbounded Unions of Pattern Languages from Positive Data. | Matthew de Brecht, Akihiro Yamamoto |
| 2006 | Editors' Introduction. | Jos L. Balczar, Philip M. Long, Frank Stephan |
| 2006 | Teaching Memoryless Randomized Learners Without Feedback. | Frank J. Balbach, Thomas Zeugmann |
| 2006 | Learning Unions of | Alp Atici, Rocco A. Servedio |
| 2006 | Hannan Consistency in On-Line Learning in Case of Unbounded Losses Under Partial Monitoring. | Chamy Allenberg, Peter Auer, Lszl Gyrfi, Gyrgy Ottucsk |
| 2005 | Stochastic Complexity for Mixture of Exponential Families in Variational Bayes. | Kazuho Watanabe, Sumio Watanabe |
| 2005 | Defensive Forecasting for Linear Protocols. | Vladimir Vovk, Ilia Nouretdinov, Akimichi Takemura, Glenn Shafer |
| 2005 | Defensive Prediction with Expert Advice. | Vladimir Vovk |
| 2005 | Non-asymptotic Calibration and Resolution. | Vladimir Vovk |
| 2005 | ACME: An Associative Classifier Based on Maximum Entropy Principle. | Risivardhan Thonangi, Vikram Pudi |
| 2005 | The Arrowsmith Project: 2005 Status Report. | Neil R. Smalheiser |
| 2005 | On Computability of Pattern Recognition Problems. | Daniil Ryabko |
| 2005 | A Class of Prolog Programs with Non-linear Outputs Inferable from Positive Data. | M. R. K. Krishna Rao |
| 2005 | Defensive Universal Learning with Experts. | Jan Poland, Marcus Hutter |
| 2005 | PAC-Learnability of Probabilistic Deterministic Finite State Automata in Terms of Variation Distance. | Nick Palmer, Paul W. Goldberg |
| 2005 | Inferring Unions of the Pattern Languages by the Most Fitting Covers. | Yen Kaow Ng, Takeshi Shinohara |
| 2005 | On-line Learning with Delayed Label Feedback. | Chris Mesterharm |
| 2005 | Learning DNF by Statistical and Proper Distance Queries Under the Uniform Distribution. | Wolfgang Lindner |
| 2005 | On Following the Perturbed Leader in the Bandit Setting. | Jussi Kujala, Tapio Elomaa |
| 2005 | An Analysis of the Anti-learning Phenomenon for the Class Symmetric Polyhedron. | Adam Kowalczyk, Olivier Chapelle |
| 2005 | The Robot Scientist Project. | Ross D. King |
| 2005 | Learning of Elementary Formal Systems with Two Clauses Using Queries. | Hirotaka Kato, Satoshi Matsumoto, Tetsuhiro Miyahara |
| 2005 | Editors' Introduction. | Sanjay Jain, Hans Ulrich Simon, Etsuji Tomita |
| 2005 | Absolute Versus Probabilistic Classification in a Logical Setting. | Sanjay Jain, Eric Martin, Frank Stephan |