| 1997 | Incremental Pruning: A Simple, Fast, Exact Method for Partially Observable Markov Decision Processes. | Anthony R. Cassandra, Michael L. Littman, Nevin Lianwen Zhang |
| 1997 | Algorithms for Learning Decomposable Models and Chordal Graphs. | Luis M. de Campos, Juan F. Huete |
| 1997 | Corporate Evidential Decision Making in Performance Prediction Domains. | Alex G. Bchner, Werner Dubitzky, Alfons Schuster, Philippe Lopes, Peter G. O'Donoghue, John G. Hughes, David A. Bell, Kenneth Adamson, John A. White, John M. C. C. Anderson, Maurice D. Mulvenna |
| 1997 | Correlated Action Effects in Decision Theoretic Regression. | Craig Boutilier |
| 1997 | Exploiting Uncertain and Temporal Information in Correlation. | John Bigham |
| 1997 | Bayes Networks for Sonar Sensor Fusion. | Ami Berler, Solomon Eyal Shimony |
| 1997 | Update Rules for Parameter Estimation in Bayesian Networks. | Eric Bauer, Daphne Koller, Yoram Singer |
| 1996 | Critical Remarks on Single Link Search in Learning Belief Networks. | Yang Xiang, S. K. Michael Wong, Nick Cercone |
| 1996 | Optimal Factory Scheduling using Stochastic Dominance A*. | Peter R. Wurman, Michael P. Wellman |
| 1996 | Testing Implication of Probabilistic Dependencies. | S. K. Michael Wong |
| 1996 | Real Time Estimation of Bayesian Networks. | Robert L. Welch |
| 1996 | Supply Restoration in Power Distribution Systems: A Case Study in Integrating Model-Based Diagnosis and Repair Planning. | Sylvie Thibaux, Marie-Odile Cordier, Olivier Jehl, Jean-Paul Krivine |
| 1996 | Possible World Partition Sequences: A Unifying Framework for Uncertain Reasoning. | Choh Man Teng |
| 1996 | On Separation Criterion and Recovery Algorithm for Chain Graphs. | Milan Studen |
| 1996 | Efficient enumeration of instantiations in Bayesian networks. | Sampath Srinivas, P. Pandurang Nayak |
| 1996 | Binary Join Trees. | Prakash P. Shenoy |
| 1996 | A Measure of Decision Flexibility. | Ross D. Shachter, Marvin Mandelbaum |
| 1996 | Sample-and-Accumulate Algorithms for Belief Updating in Bayes Networks. | Eugene Santos Jr., Solomon Eyal Shimony, Edward Michael Williams |
| 1996 | Coherent Knowledge Processing at Maximum Entropy by SPIRIT. | Wilhelm Rdder, Carl-Heinz Meyer |
| 1996 | A Polynomial-Time Algorithm for Deciding Equivalence of Directed Cyclic Graphical Models. | Thomas Richardson |
| 1996 | A Discovery Algorithm for Directed Cyclic Graphs. | Thomas Richardson |
| 1996 | Optimal Monte Carlo Estimation of Belief Network Inference. | Malcolm Pradhan, Paul Dagum |
| 1996 | A Framework for Decision-Theoretic Planning I: Combining the Situation Calculus, Conditional Plans, Probability and Utility. | David Poole |
| 1996 | A Graph-Theoretic Analysis of Information Value. | Kim-Leng Poh, Eric Horvitz |
| 1996 | Geometric Implications of the Naive Bayes Assumption. | Mark A. Peot |