| 2002 | Optimally-Smooth Adaptive Boosting and Application to Agnostic Learning. | Dmitry Gavinsky |
| 2002 | A Pathology of Bottom-Up Hill-Climbing in Inductive Rule Learning. | Johannes Frnkranz |
| 2002 | Minimised Residue Hypotheses in Relevant Logic. | Bertram Fronhfer, Akihiro Yamamoto |
| 2002 | On the Smallest Possible Dimension and the Largest Possible Margin of Linear Arrangements Representing Given Concept Classes Uniform Distribution. | Jrgen Forster, Hans Ulrich Simon |
| 2002 | An Efficient PAC Algorithm for Reconstructing a Mixture of Lines. | Sanjoy Dasgupta, Elan Pavlov, Yoram Singer |
| 2002 | Feedforward Neural Networks in Reinforcement Learning Applied to High-Dimensional Motor Control. | Rmi Coulom |
| 2002 | Editors' Introduction. | Nicol Cesa-Bianchi, Masayuki Numao, Rdiger Reischuk |
| 2002 | Maximizing Agreements and CoAgnostic Learning. | Nader H. Bshouty, Lynn Burroughs |
| 2002 | How to Achieve Minimax Expected Kullback-Leibler Distance from an Unknown Finite Distribution. | Dietrich Braess, Jrgen Forster, Tomas Sauer, Hans Ulrich Simon |
| 2002 | On Learning Monotone Boolean Functions under the Uniform Distribution. | Kazuyuki Amano, Akira Maruoka |
| 2001 | On the Comparison of Inductive Inference Criteria for Uniform Learning of Finite Classes. | Sandra Zilles |
| 2001 | On Learning Correlated Boolean Functions Using Statistical Queries. | Ke Yang |
| 2001 | Non-linear Inequalities between Predictive and Kolmogorov Complexities. | Michael V. Vyugin, Vladimir V. V'yugin |
| 2001 | Minimizing the Quadratic Training Error of a Sigmoid Neuron Is Hard. | Jir Sma |
| 2001 | Inventing Discovery Tools: Combining Information Visualization with Data Mining. | Ben Shneiderman |
| 2001 | Learning of Boolean Functions Using Support Vector Machines. | Ken Sadohara |
| 2001 | Refutable Language Learning with a Neighbor System. | Yasuhito Mukouchi, Masako Sato |
| 2001 | Refuting Learning Revisited. | Wolfgang Merkle, Frank Stephan |
| 2001 | Extending Elementary Formal Systems. | Steffen Lange, Gunter Grieser, Klaus P. Jantke |
| 2001 | Learning Intermediate Concepts. | Stephen Kwek |
| 2001 | Loss Functions, Complexities, and the Legendre Transformation. | Yuri Kalnishkan, Michael V. Vyugin, Volodya Vovk |
| 2001 | Learning How to Separate. | Sanjay Jain, Frank Stephan |
| 2001 | Learning by Switching Type of Information. | Sanjay Jain, Frank Stephan |
| 2001 | Learning Languages in a Union. | Sanjay Jain, Yen Kaow Ng, Tiong Seng Tay |
| 2001 | Learning Recursive Functions Refutably. | Sanjay Jain, Efim B. Kinber, Rolf Wiehagen, Thomas Zeugmann |