| 2000 | Utilities as Random Variables: Density Estimation and Structure Discovery. | Urszula Chajewska, Daphne Koller |
| 2000 | Approximately Optimal Monitoring of Plan Preconditions. | Craig Boutilier |
| 2000 | Variational Relevance Vector Machines. | Christopher M. Bishop, Michael E. Tipping |
| 2000 | Dynamic Bayesian Multinets. | Jeff A. Bilmes |
| 2000 | The Complexity of Decentralized Control of Markov Decision Processes. | Daniel S. Bernstein, Shlomo Zilberstein, Neil Immerman |
| 2000 | Perfect Tree-like Markovian Distributions. | Ann Becker, Dan Geiger, Christopher Meek |
| 2000 | Reversible Jump MCMC Simulated Annealing for Neural Networks. | Christophe Andrieu, Nando de Freitas, Arnaud Doucet |
| 2000 | A Complete Calcultis for Possibilistic Logic Programming with Fuzzy Propositional Variables. | Teresa Alsinet, Llus Godo |
| 1999 | A Method for Speeding Up Value Iteration in Partially Observable Markov Decision Processes. | Nevin Lianwen Zhang, Stephen S. Lee, Weihong Zhang |
| 1999 | Time-Critical Dynamic Decision Making. | Yanping Xiang, Kim-Leng Poh |
| 1999 | Inference in Multiply Sectioned Bayesian Networks with Extended Shafer-Shenoy and Lazy Propagation. | Yanping Xiang, Finn Verner Jensen |
| 1999 | Contextual Weak Independence in Bayesian Networks. | S. K. Michael Wong, Cory J. Butz |
| 1999 | Bayesian Control for Concentrating Mixed Nuclear Waste. | Robert L. Welch, Clayton Smith |
| 1999 | Probabilistic Belief Change: Expansion, Conditioning and Constraining. | Frans Voorbraak |
| 1999 | Mixture Approximations to Bayesian Networks. | Volker Tresp, Michael Haft, Reimar Hofmann |
| 1999 | An Update Semantics for Defeasible Obligations. | Leendert W. N. van der Torre, Yao-Hua Tan |
| 1999 | Multiplicative Factorization of Noisy-Max. | Masami Takikawa, Bruce D'Ambrosio |
| 1999 | Practical Uses of Belief Functions. | Philippe Smets |
| 1999 | Learning Hidden Markov Models with Geometrical Constraints. | Hagit Shatkay |
| 1999 | Efficient Value of Information Computation. | Ross D. Shachter |
| 1999 | Approximate Learning in Complex Dynamic Bayesian Networks. | Raffaella Settimi, Jim Q. Smith, A. S. Gargoum |
| 1999 | Inference Networks and the Evaluation of Evidence: Alternative Analyses. | David A. Schum |
| 1999 | A Possibilistic Model for Qualitative Sequential Decision Problems under Uncertainty in Partially Observable Environments. | Rgis Sabbadin |
| 1999 | Enhancing QPNs for Trade-off Resolution. | Silja Renooij, Linda C. van der Gaag |
| 1999 | Bayesian Networks for Dependability Analysis: an Application to Digital Control Reliability. | Luigi Portinale, Andrea Bobbio |