| 2005 | A Class of Prolog Programs with Non-linear Outputs Inferable from Positive Data. M. R. K. Krishna Rao |
| 2005 | ACME: An Associative Classifier Based on Maximum Entropy Principle. Risivardhan Thonangi, Vikram Pudi |
| 2005 | Absolute Versus Probabilistic Classification in a Logical Setting. Sanjay Jain, Eric Martin, Frank Stephan |
| 2005 | Algorithmic Learning Theory, 16th International Conference, ALT 2005, Singapore, October 8-11, 2005, Proceedings Sanjay Jain, Hans Ulrich Simon, Etsuji Tomita |
| 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 | Algorithms for Learning Regular Expressions. Henning Fernau |
| 2005 | An Analysis of the Anti-learning Phenomenon for the Class Symmetric Polyhedron. Adam Kowalczyk, Olivier Chapelle |
| 2005 | Constructing Multiclass Learners from Binary Learners: A Simple Black-Box Analysis of the Generalization Errors. Jittat Fakcharoenphol, Boonserm Kijsirikul |
| 2005 | Defensive Forecasting for Linear Protocols. Vladimir Vovk, Ilia Nouretdinov, Akimichi Takemura, Glenn Shafer |
| 2005 | Defensive Prediction with Expert Advice. Vladimir Vovk |
| 2005 | Defensive Universal Learning with Experts. Jan Poland, Marcus Hutter |
| 2005 | Editors' Introduction. Sanjay Jain, Hans Ulrich Simon, Etsuji Tomita |
| 2005 | Gold-Style and Query Learning Under Various Constraints on the Target Class. Sanjay Jain, Steffen Lange, Sandra Zilles |
| 2005 | Identification in the Limit of Substitutable Context-Free Languages. Alexander Clark, Rémi Eyraud |
| 2005 | Inferring Unions of the Pattern Languages by the Most Fitting Covers. Yen Kaow Ng, Takeshi Shinohara |
| 2005 | Invention and Artificial Intelligence. Gary Bradshaw |
| 2005 | Learnability of Probabilistic Automata via Oracles. Omri Guttman, S. V. N. Vishwanathan, Robert C. Williamson |
| 2005 | Learning Attribute-Efficiently with Corrupt Oracles. Rotem Bennet, Nader H. Bshouty |
| 2005 | Learning Causal Structures Based on Markov Equivalence Class. Yang Bo He, Zhi Geng, Xun Liang |
| 2005 | Learning DNF by Statistical and Proper Distance Queries Under the Uniform Distribution. Wolfgang Lindner |
| 2005 | Learning Multiple Languages in Groups. Sanjay Jain, Efim B. Kinber |
| 2005 | Learning of Elementary Formal Systems with Two Clauses Using Queries. Hirotaka Kato, Satoshi Matsumoto, Tetsuhiro Miyahara |
| 2005 | Measuring Statistical Dependence with Hilbert-Schmidt Norms. Arthur Gretton, Olivier Bousquet, Alexander J. Smola, Bernhard Schölkopf |
| 2005 | Mixture of Vector Experts. Matthew Henderson, John Shawe-Taylor, Janez Zerovnik |
| 2005 | Monotone Conditional Complexity Bounds on Future Prediction Errors. Alexey V. Chernov, Marcus Hutter |
| 2005 | Non U-Shaped Vacillatory and Team Learning. Lorenzo Carlucci, John Case, Sanjay Jain, Frank Stephan |
| 2005 | Non-asymptotic Calibration and Resolution. Vladimir Vovk |
| 2005 | On Computability of Pattern Recognition Problems. Daniil Ryabko |
| 2005 | On Following the Perturbed Leader in the Bandit Setting. Jussi Kujala, Tapio Elomaa |
| 2005 | On-line Learning with Delayed Label Feedback. Chris Mesterharm |
| 2005 | Online Allocation with Risk Information. Shigeaki Harada, Eiji Takimoto, Akira Maruoka |
| 2005 | PAC-Learnability of Probabilistic Deterministic Finite State Automata in Terms of Variation Distance. Nick Palmer, Paul W. Goldberg |
| 2005 | Stochastic Complexity for Mixture of Exponential Families in Variational Bayes. Kazuho Watanabe, Sumio Watanabe |
| 2005 | Teaching Learners with Restricted Mind Changes. Frank J. Balbach, Thomas Zeugmann |
| 2005 | The Arrowsmith Project: 2005 Status Report. Neil R. Smalheiser |
| 2005 | The Robot Scientist Project. Ross D. King |
| 2005 | Training Support Vector Machines via SMO-Type Decomposition Methods. Pai-Hsuen Chen, Rong-En Fan, Chih-Jen Lin |