| 2003 | A Stochastic Gradient Descent Algorithm for Structural Risk Minimisation. Joel Ratsaby |
| 2003 | Abduction and the Dualization Problem. Thomas Eiter |
| 2003 | Algorithmic Learning Theory, 14th International Conference, ALT 2003, Sapporo, Japan, October 17-19, 2003, Proceedings Ricard Gavaldà, Klaus P. Jantke, Eiji Takimoto |
| 2003 | Association Computation for Information Access. Akihiko Takano |
| 2003 | Can Learning in the Limit Be Done Efficiently? Thomas Zeugmann |
| 2003 | Changing the Inference Type - Keeping the Hypothesis Space. Frank J. Balbach |
| 2003 | Criterion of Calibration for Transductive Confidence Machine with Limited Feedback. Ilia Nouretdinov, Vladimir Vovk |
| 2003 | Efficient Data Representations That Preserve Information. Naftali Tishby |
| 2003 | Efficient Learning of Ordered and Unordered Tree Patterns with Contractible Variables. Yusuke Suzuki, Takayoshi Shoudai, Satoshi Matsumoto, Tomoyuki Uchida, Tetsuhiro Miyahara |
| 2003 | Efficiently Learning the Metric with Side-Information. Tijl De Bie, Michinari Momma, Nello Cristianini |
| 2003 | Identification with Probability One of Stochastic Deterministic Linear Languages. Colin de la Higuera, José Oncina |
| 2003 | Intrinsic Complexity of Uniform Learning. Sandra Zilles |
| 2003 | Kernel Trick Embedded Gaussian Mixture Model. Jingdong Wang, Jianguo Lee, Changshui Zhang |
| 2003 | Learning Continuous Latent Variable Models with Bregman Divergences. Shaojun Wang, Dale Schuurmans |
| 2003 | Learning a Subclass of Regular Patterns in Polynomial Time. John Case, Sanjay Jain, Rüdiger Reischuk, Frank Stephan, Thomas Zeugmann |
| 2003 | Learning of Erasing Primitive Formal Systems from Positive Examples. Jin Uemura, Masako Sato |
| 2003 | Learning of Finite Unions of Tree Patterns with Repeated Internal Structured Variables from Queries. Satoshi Matsumoto, Yusuke Suzuki, Takayoshi Shoudai, Tetsuhiro Miyahara, Tomoyuki Uchida |
| 2003 | On Ordinal VC-Dimension and Some Notions of Complexity. Eric Martin, Arun Sharma, Frank Stephan |
| 2003 | On the Complexity of Training a Single Perceptron with Programmable Synaptic Delays. Jirí Síma |
| 2003 | On the Existence and Convergence of Computable Universal Priors. Marcus Hutter |
| 2003 | On the Learnability of Erasing Pattern Languages in the Query Model. Steffen Lange, Sandra Zilles |
| 2003 | Robust Inference of Relevant Attributes. Jan Arpe, Rüdiger Reischuk |
| 2003 | Signal Extraction and Knowledge Discovery Based on Statistical Modeling. Genshiro Kitagawa |
| 2003 | Transductive Confidence Machine Is Universal. Ilia Nouretdinov, Vladimir V. V'yugin, Alex Gammerman |
| 2003 | Well-Calibrated Predictions from Online Compression Models. Vladimir Vovk |