| 2003 | On Information Regularization. | Adrian Corduneanu, Tommi S. Jaakkola |
| 2003 | Updating with incomplete observations. | Gert de Cooman, Marco Zaffalon |
| 2003 | Probabilistic Models For Joint Clustering And Time-Warping Of Multidimensional Curves. | Darya Chudova, Scott Gaffney, Padhraic Smyth |
| 2003 | Large-Sample Learning of Bayesian Networks is NP-Hard. | David Maxwell Chickering, Christopher Meek, David Heckerman |
| 2003 | Using the structure of d-connecting paths as a qualitative measure of the strength of dependence. | Sanjay Chaudhuri, Thomas Richardson |
| 2003 | Reasoning about Bayesian Network Classifiers. | Hei Chan, Adnan Darwiche |
| 2003 | Active Collaborative Filtering. | Craig Boutilier, Richard S. Zemel, Benjamin M. Marlin |
| 2003 | Cooperative Negotiation in Autonomic Systems using Incremental Utility Elicitation. | Craig Boutilier, Rajarshi Das, Jeffrey O. Kephart, Gerald Tesauro, William E. Walsh |
| 2003 | On revising fuzzy belief bases. | Richard Booth, Eva Richter |
| 2003 | Upgrading Ambiguous Signs in QPNs. | Janneke H. Bolt, Silja Renooij, Linda C. van der Gaag |
| 2003 | Parametric Dependability Analysis through Probabilistic Horn Abduction. | Andrea Bobbio, Stefania Montani, Luigi Portinale |
| 2003 | Bayesian Hierarchical Mixtures of Experts. | Christopher M. Bishop, Markus Svensn |
| 2003 | On Triangulating Dynamic Graphical Models. | Jeff A. Bilmes, Chris D. Bartels |
| 2003 | An Empirical Study of w-Cutset Sampling for Bayesian Networks. | Bozhena Bidyuk, Rina Dechter |
| 2003 | A possibilistic handling of partially ordered information. | Salem Benferhat, Sylvain Lagrue, Odile Papini |
| 2003 | Value Elimination: Bayesian Interence via Backtracking Search. | Fahiem Bacchus, Shannon Dalmao, Toniann Pitassi |
| 2003 | Web-Based Question Answering: A Decision-Making Perspective. | David Azari, Eric Horvitz, Susan T. Dumais, Eric Brill |
| 2003 | New Advances in Inference by Recursive Conditioning. | David Allen, Adnan Darwiche |
| 2002 | Robust Feature Selection by Mutual Information Distributions. | Marco Zaffalon, Marcus Hutter |
| 2002 | Inductive Policy Selection for First-Order MDPs. | Sung Wook Yoon, Alan Fern, Robert Givan |
| 2002 | IPF for Discrete Chain Factor Graphs. | Wim Wiegerinck, Tom Heskes |
| 2002 | Adaptive Foreground and Shadow Detection in Image Sequences. | Yang Wang, Tele Tan |
| 2002 | Decision Principles to Justify Carnap's Updating Method and to Suggest Corrections. | Peter P. Wakker |
| 2002 | A New Class of upper Bounds on the Log Partition Function. | Martin J. Wainwright, Tommi S. Jaakkola, Alan S. Willsky |
| 2002 | Exploiting Functional Dependence in Bayesian Network Inference. | Jir Vomlel |