| 2001 | Instrumentality Tests Revisited. | Blai Bonet |
| 2001 | A Calculus for Causal Relevance. | Blai Bonet |
| 2001 | Pre-processing for Triangulation of Probabilistic Networks. | Hans L. Bodlaender, Arie M. C. A. Koster, Frank van den Eijkhof, Linda C. van der Gaag |
| 2001 | Graphical readings of possibilistic logic bases. | Salem Benferhat, Didier Dubois, Souhila Kaci, Henri Prade |
| 2001 | Markov Chain Monte Carlo using Tree-Based Priors on Model Structure. | Nicos Angelopoulos, James Cussens |
| 2001 | Efficient Approximation for Triangulation of Minimum Treewidth. | Eyal Amir |
| 2001 | Bayesian Error-Bars for Belief Net Inference. | Tim Van Allen, Russell Greiner, Peter Hooper |
| 2001 | A Factorized Variational Technique for Phase Unwrapping in Markov Random Field. | Kannan Achan, Brendan J. Frey, Ralf Koetter |
| 2000 | Exploiting Qualitative Knowledge in the Learning of Conditional Probabilities of Bayesian Networks. | Frank Wittig, Anthony Jameson |
| 2000 | Model Criticism of Bayesian Networks with Latent Variables. | David M. Williamson, Russell G. Almond, Robert J. Mislevy |
| 2000 | Variational Approximations between Mean Field Theory and the Junction Tree Algorithm. | Wim Wiegerinck |
| 2000 | User Interface Tools for Navigation in Conditional Probability Tables and Elicitation of Probabilities in Bayesian Networks. | Haiqin Wang, Marek J. Druzdzel |
| 2000 | Conditional Independence and Markov Properties in Possibility Theory. | Jirina Vejnarov |
| 2000 | Model-Based Hierarchical Clustering. | Shivakumar Vaithyanathan, Byron Dom |
| 2000 | Probabilities of Causation: Bounds and Identification. | Jin Tian, Judea Pearl |
| 2000 | A Branch-and-Bound Algorithm for MDL Learning Bayesian Networks. | Jin Tian |
| 2000 | An Uncertainty Framework for Classification. | Loo-Nin Teow, Kia-Fock Loe |
| 2000 | Dynamic Trees: A Structured Variational Method Giving Efficient Propagation Rules. | Amos J. Storkey |
| 2000 | On the Use of Skeletons when Learning in Bayesian Networks. | Harald Steck |
| 2000 | A Knowledge Acquisition Tool for Bayesian-Network Troubleshooters. | Claus Skaanning |
| 2000 | Nash Convergence of Gradient Dynamics in General-Sum Games. | Satinder Singh, Michael J. Kearns, Yishay Mansour |
| 2000 | Combining Feature and Example Pruning by Uncertainty Minimization. | Marc Sebban, Richard Nock |
| 2000 | Monte Carlo inference via greedy importance sampling. | Dale Schuurmans, Finnegan Southey |
| 2000 | Pivotal Pruning of Trade-offs in QPNs. | Silja Renooij, Linda C. van der Gaag, Simon Parsons, Shaw Green |
| 2000 | Probabilistic State-Dependent Grammars for Plan Recognition. | David V. Pynadath, Michael P. Wellman |