| 2001 | Inference of omega-Languages from Prefixes. | Colin de la Higuera, Jean-Christophe Janodet |
| 2001 | A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithm. | Kohei Hatano |
| 2001 | Learning Coherent Concepts. | Ashutosh Garg, Dan Roth |
| 2001 | Real-Valued Multiple-Instance Learning with Queries. | Daniel R. Dooly, Sally A. Goldman, Stephen Kwek |
| 2001 | Learning Regular Languages Using RFSA. | Franois Denis, Aurlien Lemay, Alain Terlutte |
| 2001 | Discovering Mechanisms: A Computational Philosophy of Science Perspective. | Lindley Darden |
| 2001 | Robot Baby 2001. | Paul R. Cohen, Tim Oates, Niall M. Adams, Carole R. Beal |
| 2001 | A Random Sampling Technique for Training Support Vector Machines. | Jos L. Balczar, Yang Dai, Osamu Watanabe |
| 2001 | Efficient Learning of Semi-structured Data from Queries. | Hiroki Arimura, Hiroshi Sakamoto, Setsuo Arikawa |
| 2001 | The Discovery Science Project in Japan. | Setsuo Arikawa |
| 2001 | Queries Revisited. | Dana Angluin |
| 2001 | Editors' Introduction. | Naoki Abe, Roni Khardon, Thomas Zeugmann |
| 2000 | Hypotheses Finding via Residue Hypotheses with the Resolution Principle. | Akihiro Yamamoto, Bertram Fronhfer |
| 2000 | Sequential Sampling Techniques for Algorithmic Learning Theory. | Osamu Watanabe |
| 2000 | A New Framework for Discovering Knowledge from Two-Dimensional Structured Data Using Layout Formal Graph System. | Tomoyuki Uchida, Yuko Itokawa, Takayoshi Shoudai, Tetsuhiro Miyahara, Yasuaki Nakamura |
| 2000 | Dynamic Hand Gesture Recognition Based on Randomized Self-Organizing Map Algorithm. | Tarek El. Tobely, Yuichiro Yoshiki, Ryuichi Tsuda, Naoyuki Tsuruta, Makoto Amamiya |
| 2000 | The Last-Step Minimax Algorithm. | Eiji Takimoto, Manfred K. Warmuth |
| 2000 | Average-Case Analysis of Classification Algorithms for Boolean Functions and Decision Trees. | Tobias Scheffer |
| 2000 | Computationally Efficient Transductive Machines. | Craig Saunders, Alex Gammerman, Volodya Vovk |
| 2000 | Learning Taxonomic Relation by Case-Based Reasoning. | Ken Satoh |
| 2000 | On the Noise Model of Support Vector Machines Regression. | Massimiliano Pontil, Sayan Mukherjee, Federico Girosi |
| 2000 | Sharper Bounds for the Hardness of Prototype and Feature Selection. | Richard Nock, Marc Sebban |
| 2000 | Learning Erasing Pattern Languages with Queries. | Jochen Nessel, Steffen Lange |
| 2000 | A Probabilistic Identification Result. | Eric McCreath |
| 2000 | Learning from Positive and Unlabeled Examples. | Fabien Letouzey, Franois Denis, Rmi Gilleron |