| 1996 | Planning Algorithms and Planning Problems (Abstract). | Martha E. Pollack |
| 1996 | Reinforcement Learning for Real-World Control Applications. | Mark D. Pendrith, Malcolm Ryan |
| 1996 | A Polynomial-Time Predicate-Logic Hypothetical Reasoning by Networked Bubble Propagation Method. | Yukio Ohsawa, Mitsuru Ishizuka |
| 1996 | Negoplan: A System for Logic-Based Decision Modelling. | Sunil J. Noronha, Stan Szpakowicz |
| 1996 | Learning Classifications from Multiple Sources of Unsupervised Data. | Charles X. Ling, Handong Wang |
| 1996 | Paraconsistent Circumscription. | Zuoquan Lin |
| 1996 | A Two-Level Approach to Learning in Nonstationary Environments. | Wai Lam, Snehasis Mukhopadhyay |
| 1996 | Developing an Expert System Technology for Industrial Process Control: An Experience Report. | Bryan M. Kramer, John Mylopoulos, Michael E. Benjamin, Q. B. Chou, Peter Ahn, John Opala |
| 1996 | Decision Tree Learning Systems with Switching Evaluators. | Takeshi Koshiba |
| 1996 | Constructive Induction: A Preprocessor. | Yuh-Jyh Hu |
| 1996 | Inferring What a User Is Not Interested in. | Robert C. Holte, John Ng Yuen Yan |
| 1996 | PARSETALK about Functional Anaphora. | Udo Hahn, Michael Strube |
| 1996 | Automatic Generation of a Complex Dialogue History. | Eli Hagen, Adelheit Stein |
| 1996 | Corpus-Based Learning of Generalized parse Tree Rules for Translation. | H. Altay Gvenir, Aysegl Tun |
| 1996 | A General Purpose Reasoner for Abstraction. | Fausto Giunchiglia, Roberto Sebastiani, Adolfo Villafiorita, Toby Walsh |
| 1996 | Reference Constraints and Individual Level Inheritance. | Andrew Fall |
| 1996 | Reasoning about Unknown, Counterfactual, and Nondeterministic Actions in First-Order Logic. | Charles Elkan |
| 1996 | A New Model of Hard Binary Constraint Satisfaction Problems. | Michael J. Dent, Robert E. Mercer |
| 1996 | Searching with Pattern Databases. | Joseph C. Culberson, Jonathan Schaeffer |
| 1996 | Planning and Learning in a Natural Resource Information System. | Daniel Charlebois, David G. Goodenough, Stan Matwin, A. S. (Pal) Bhogal, Hugh Barclay |
| 1996 | A Hierarchical Model of Agent Based on Skill, Rules, and Knowledge. | Brahim Chaib-draa |
| 1996 | The Frame Problem and Bayesian Network Action Representation. | Craig Boutilier, Moiss Goldszmidt |
| 1996 | Knowledge-Based Approaches to Query Expansion in Information Retrieval. | Richard C. Bodner, Fei Song |
| 1996 | LPMEME: A Statistical Method for Inductive Logic Programming. | Karan Bhatia, Charles Elkan |
| 1996 | Attribute Selection Strategies fro Attribute-Oriented Generalization. | Brock Barber, Howard J. Hamilton |