| 1997 | Fast Value Iteration for Goal-Directed Markov Decision Processes. | Nevin Lianwen Zhang, Weihong Zhang |
| 1997 | Independence of Causal Influence and Clique Tree Propagation. | Nevin Lianwen Zhang, Li Yan |
| 1997 | Region-Based Approximations for Planning in Stochastic Domains. | Nevin Lianwen Zhang, Wenju Liu |
| 1997 | Lexical Access for Speech Understanding using Minimum Message Length Encoding. | Ian E. Thomas, Ingrid Zukerman, Jonathan J. Oliver, David W. Albrecht, Bhavani Raskutti |
| 1997 | Score and Information for Recursive Exponential Models with Incomplete Data. | Bo Thiesson |
| 1997 | On Stable Multi-Agent Behavior in Face of Uncertainty. | Moshe Tennenholtz |
| 1997 | Sequential Thresholds: Context Sensitive Default Extensions. | Choh Man Teng |
| 1997 | Conditional Utility, Utility Independence, and Utility Networks. | Yoav Shoham |
| 1997 | Cost-Sharing in Bayesian Knowledge Bases. | Solomon Eyal Shimony, Carmel Domshlak, Eugene Santos Jr. |
| 1997 | Estimation of Effects of Sequential Treatments by Reparameterizing Directed Acyclic Graphs. | James M. Robins, Larry A. Wasserman |
| 1997 | Learning Bayesian Networks from Incomplete Databases. | Marco Ramoni, Paola Sebastiani |
| 1997 | Representing Aggregate Belief through the Competitive Equilibrium of a Securities Market. | David M. Pennock, Michael P. Wellman |
| 1997 | Cognitive Processing of Causal Knowledge. | Scott B. Morris, Doug Cork, Richard E. Neapolitan |
| 1997 | Support and Plausibility Degrees in Generalized Functional Models. | Paul-Andr Monney |
| 1997 | Structure and Parameter Learning for Causal Independence and Causal Interaction Models. | Christopher Meek, David Heckerman |
| 1997 | A Target Classification Decision Aid. | Todd Michael Mansell |
| 1997 | Incremental Map Generation by Low Cost Robots Based on Possibility/Necessity Grids. | Maite Lpez-Snchez, Ramn Lpez de Mntaras, Carles Sierra |
| 1997 | Computational Advantages of Relevance Reasoning in Bayesian Belief Networks. | Yan Lin, Marek J. Druzdzel |
| 1997 | Network Fragments: Representing Knowledge for Constructing Probabilistic Models. | Kathryn B. Laskey, Suzanne M. Mahoney |
| 1997 | Probabilistic Acceptance. | Henry E. Kyburg Jr. |
| 1997 | Nonuniform Dynamic Discretization in Hybrid Networks. | Alexander V. Kozlov, Daphne Koller |
| 1997 | Object-Oriented Bayesian Networks. | Daphne Koller, Avi Pfeffer |
| 1997 | Nested Junction Trees. | Uffe Kjrulff |
| 1997 | An Information-Theoretic Analysis of Hard and Soft Assignment Methods for Clustering. | Michael J. Kearns, Yishay Mansour, Andrew Y. Ng |
| 1997 | Composition of Probability Measures on Finite Spaces. | Radim Jirousek |