| 2003 | Efficiently Learning the Metric with Side-Information. | Tijl De Bie, Michinari Momma, Nello Cristianini |
| 2003 | Changing the Inference Type - Keeping the Hypothesis Space. | Frank J. Balbach |
| 2003 | Robust Inference of Relevant Attributes. | Jan Arpe, Rdiger Reischuk |
| 2002 | Learning Structure from Sequences, with Applications in a Digital Library. | Ian H. Witten |
| 2002 | In Search of the Horowitz Factor: Interim Report on a Musical Discovery Project. | Gerhard Widmer |
| 2002 | Asymptotic Optimality of Transductive Confidence Machine. | Vladimir Vovk |
| 2002 | Compactness and Learning of Classes of Unions of Erasing Regular Pattern Languages. | Jin Uemura, Masako Sato |
| 2002 | Ordered Term Tree Languages which Are Polynomial Time Inductively Inferable from Positive Data. | Yusuke Suzuki, Takayoshi Shoudai, Tomoyuki Uchida, Tetsuhiro Miyahara |
| 2002 | On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum. | John Shawe-Taylor, Christopher K. I. Williams, Nello Cristianini, Jaz S. Kandola |
| 2002 | On Learning Embedded Midbit Functions. | Rocco A. Servedio |
| 2002 | RBF Neural Networks and Descartes' Rule of Signs. | Michael Schmitt |
| 2002 | A Negative Result on Inductive Inference of Extended Pattern Languages. | Daniel Reidenbach |
| 2002 | Learning, Logic, and Topology in a Common Framework. | Eric Martin, Arun Sharma, Frank Stephan |
| 2002 | Classification with Intersecting Rules. | Tony Lindgren, Henrik Bostrm |
| 2002 | Data Mining with Graphical Models. | Rudolf Kruse, Christian Borgelt |
| 2002 | The Complexity of Learning Concept Classes with Polynomial General Dimension. | Johannes Kbler, Wolfgang Lindner |
| 2002 | A General Dimension for Approximately Learning Boolean Functions. | Johannes Kbler, Wolfgang Lindner |
| 2002 | Large Margin Classification for Moving Targets. | Jyrki Kivinen, Alexander J. Smola, Robert C. Williamson |
| 2002 | On the Absence of Predictive Complexity for Some Games. | Yuri Kalnishkan, Michael V. Vyugin |
| 2002 | Classes with Easily Learnable Subclasses. | Sanjay Jain, Wolfram Menzel, Frank Stephan |
| 2002 | Mathematics Based on Learning. | Susumu Hayashi |
| 2002 | On the Learnability of Vector Spaces. | Valentina S. Harizanov, Frank Stephan |
| 2002 | Constraint Classification: A New Approach to Multiclass Classification. | Sariel Har-Peled, Dan Roth, Dav Zimak |
| 2002 | Consistency Queries in Information Extraction. | Gunter Grieser, Klaus P. Jantke, Steffen Lange |
| 2002 | Reflective Inductive Inference of Recursive Functions. | Gunter Grieser |