| 2005 | Gold-Style and Query Learning Under Various Constraints on the Target Class. | Sanjay Jain, Steffen Lange, Sandra Zilles |
| 2005 | Learning Multiple Languages in Groups. | Sanjay Jain, Efim B. Kinber |
| 2005 | Mixture of Vector Experts. | Matthew Henderson, John Shawe-Taylor, Janez Zerovnik |
| 2005 | Learning Causal Structures Based on Markov Equivalence Class. | Yang Bo He, Zhi Geng, Xun Liang |
| 2005 | Online Allocation with Risk Information. | Shigeaki Harada, Eiji Takimoto, Akira Maruoka |
| 2005 | Learnability of Probabilistic Automata via Oracles. | Omri Guttman, S. V. N. Vishwanathan, Robert C. Williamson |
| 2005 | Measuring Statistical Dependence with Hilbert-Schmidt Norms. | Arthur Gretton, Olivier Bousquet, Alexander J. Smola, Bernhard Schlkopf |
| 2005 | Algorithms for Learning Regular Expressions. | Henning Fernau |
| 2005 | Constructing Multiclass Learners from Binary Learners: A Simple Black-Box Analysis of the Generalization Errors. | Jittat Fakcharoenphol, Boonserm Kijsirikul |
| 2005 | Identification in the Limit of Substitutable Context-Free Languages. | Alexander Clark, Rmi Eyraud |
| 2005 | Monotone Conditional Complexity Bounds on Future Prediction Errors. | Alexey V. Chernov, Marcus Hutter |
| 2005 | Training Support Vector Machines via SMO-Type Decomposition Methods. | Pai-Hsuen Chen, Rong-En Fan, Chih-Jen Lin |
| 2005 | Non U-Shaped Vacillatory and Team Learning. | Lorenzo Carlucci, John Case, Sanjay Jain, Frank Stephan |
| 2005 | Algorithms and Software for Collaborative Discovery from Autonomous, Semantically Heterogeneous, Distributed Information Sources. | Doina Caragea, Jun Zhang, Jie Bao, Jyotishman Pathak, Vasant G. Honavar |
| 2005 | Invention and Artificial Intelligence. | Gary Bradshaw |
| 2005 | Learning Attribute-Efficiently with Corrupt Oracles. | Rotem Bennet, Nader H. Bshouty |
| 2005 | Teaching Learners with Restricted Mind Changes. | Frank J. Balbach, Thomas Zeugmann |
| 2004 | Newton Diagram and Stochastic Complexity in Mixture of Binomial Distributions. | Keisuke Yamazaki, Sumio Watanabe |
| 2004 | Estimation of the Data Region Using Extreme-Value Distributions. | Kazuho Watanabe, Sumio Watanabe |
| 2004 | Statistical Learning in Digital Wireless Communications. | Toshiyuki Tanaka |
| 2004 | Boosting Based on Divide and Merge. | Eiji Takimoto, Syuhei Koya, Akira Maruoka |
| 2004 | On the Complexity of Working Set Selection. | Hans Ulrich Simon |
| 2004 | String Pattern Discovery. | Ayumi Shinohara |
| 2004 | Application of Classical Nonparametric Predictors to Learning Conditionally I.I.D. Data. | Daniil Ryabko |
| 2004 | Inductive Inference of Term Rewriting Systems from Positive Data. | M. R. K. Krishna Rao |