| 2001 | Question Answering Using Unification-Based Grammar. | Vlado Keselj |
| 2001 | Planning Animations Using Cinematography Knowledge. | Kevin Kennedy, Robert E. Mercer |
| 2001 | The Design and Implementation of an Electronic Lexical Knowledge Base. | Mario Jarmasz, Stan Szpakowicz |
| 2001 | Concept-Learning in the Presence of Between-Class and Within-Class Imbalances. | Nathalie Japkowicz |
| 2001 | Combinatorial Auctions, Knapsack Problems, and Hill-Climbing Search. | Robert C. Holte |
| 2001 | Searching for Macro Operators with Automatically Generated Heuristics. | Istvn T. Herndvlgyi |
| 2001 | Incremental Case-Based Reasoning for Classification. | Saeed Hashemi |
| 2001 | A Hybrid Approach to Making Recommendations and Its Application to the Movie Domain. | Shawn Grant, Gordon I. McCalla |
| 2001 | A Holonic Multi-agent Infrastructure for Electronic Procurement. | Andreas Gerber, Christian Ru |
| 2001 | On Obligations, Relativised Obligations, and Bilateral Commitments. | Maria Fasli |
| 2001 | The Bottom-Up Freezing: An Approach to Neural Engineering. | Ali Farzan, Ali A. Ghorbani |
| 2001 | Solving Multiple-Instance and Multiple-Part Learning Problems with Decision Trees and Rule Sets. Application to the Mutagenesis Problem. | Yann Chevaleyre, Jean-Daniel Zucker |
| 2001 | Learning Bayesian Belief Network Classifiers: Algorithms and System. | Jie Cheng, Russell Greiner |
| 2001 | Stacking for Misclassification Cost Performance. | R. Mike Cameron-Jones, Andrew Charman-Williams |
| 2001 | Body-Based Reasoning Using a Feeling-Based Lexicon, Mental Imagery, and an Object-Oriented Metaphor Hierarchy. | Eric G. Berkowitz, Peter H. Greene |
| 2001 | Constraint-Based Vehicle Assembly Line Sequencing. | Michael E. Bergen, Peter van Beek, Tom Carchrae |
| 2001 | Constraint Programming Lessons Learned from Crossword Puzzles. | Adam Beacham, Xinguang Chen, Jonathan Sillito, Peter van Beek |
| 2001 | Knowledge and Planning in an Action-Based Multi-agent Framework: A Case Study. | Bradley Bart, James P. Delgrande, Oliver Schulte |
| 2001 | A Case Study for Learning from Imbalanced Data Sets. | Aijun An, Nick Cercone, Xiangji Huang |
| 2000 | Automated Discovery: A Fusion of Multidisciplinary Principles. | Jan M. Zytkow |
| 2000 | The Learnability of Naive Bayes. | Huajie Zhang, Charles X. Ling, Zhiduo Zhao |
| 2000 | Simulating Competing Alife Organisms by Constructive Compound Neural Networks. | Jianjun Yan, Naoyuki Tokuda, Juichi Miyamichi |
| 2000 | Keep It Simple: A Case-Base Maintenance Policy Based on Clustering and Information Theory. | Qiang Yang, Jing Wu |
| 2000 | Learning Pseudo-independent Models: Analytical and Experimental Results. | Yang Xiang, Xiaohua Hu, Nick Cercone, Howard J. Hamilton |
| 2000 | ASERC - A Genetic Sequencing Operator for Asymmetric Permutation Problems. | Kay C. Wiese, Scott D. Goodwin, Sivakumar Nagarajan |