| 2004 | Dynamic Programming for Structured Continuous Markov Decision Problems. | Zhengzhu Feng, Richard Dearden, Nicolas Meuleau, Richard Washington |
| 2004 | A Unified framework for Order-of-magnitude Confidence Relations. | Didier Dubois, Hlne Fargier |
| 2004 | Iterative Conditional Fitting for Gaussian Ancestral Graph Models. | Mathias Drton, Thomas S. Richardson |
| 2004 | Mixtures of Deterministic-Probabilistic Networks and their AND/OR Search Space. | Rina Dechter, Robert Mateescu |
| 2004 | Propositional and Relational Bayesian Networks Associated with Imprecise and Qualitat. | Fbio Gagliardi Cozman, Cassio Polpo de Campos, Jaime Shinsuke Ide, Jos Carlos Ferreira da Rocha |
| 2004 | Bayesian Biosurveillance of Disease Outbreaks. | Gregory F. Cooper, Denver Dash, John D. Levander, Weng-Keen Wong, William R. Hogan, Michael M. Wagner |
| 2004 | Hybrid Influence Diagrams Using Mixtures of Truncated Exponentials. | Barry R. Cobb, Prakash P. Shenoy |
| 2004 | A Logic Programming Framework for Possibilistic Argumentation with Vague Knowledge. | Carlos Ivn Chesevar, Guillermo Ricardo Simari, Teresa Alsinet, Llus Godo |
| 2004 | Sensitivity Analysis in Bayesian Networks: From Single to Multiple Parameters. | Hei Chan, Adnan Darwiche |
| 2004 | Applying Discrete PCA in Data Analysis. | Wray L. Buntine, Aleks Jakulin |
| 2004 | Compact Value-Function Representations for Qualitative Preferences. | Ronen I. Brafman, Carmel Domshlak, Tanya Kogan |
| 2004 | On Finding Minimal w-cutset. | Bozhena Bidyuk, Rina Dechter |
| 2004 | Computing Nash Equilibria of Action-Graph Games. | Navin A. R. Bhat, Kevin Leyton-Brown |
| 2004 | Recovering Articulated Object Models from 3D Range Data. | Dragomir Anguelov, Daphne Koller, Hoi-Cheung Pang, Praveen Srinivasan, Sebastian Thrun |
| 2004 | Using Arguments for Making Decisions: A Possibilistic Logic Approach. | Leila Amgoud, Henri Prade |
| 2004 | Exponential Families for Conditional Random Fields. | Yasemin Altun, Alexander J. Smola, Thomas Hofmann |
| 2003 | Strong Faithfulness and Uniform Consistency in Causal Inference. | Jiji Zhang, Peter Spirtes |
| 2003 | Collaborative Ensemble Learning: Combining Collaborative and Content-Based Information Filtering via Hierarchical Bayes. | Kai Yu, Anton Schwaighofer, Volker Tresp, Wei-Ying Ma, HongJiang Zhang |
| 2003 | An Importance Sampling Algorithm Based on Evidence Pre-propagation. | Changhe Yuan, Marek J. Druzdzel |
| 2003 | Exploiting Locality in Searching the Web. | Joel Young, Thomas L. Dean |
| 2003 | Markov Random Walk Representations with Continuous Distributions. | Chen-Hsiang Yeang, Martin Szummer |
| 2003 | Stochastic Complexity of Bayesian Networks. | Keisuke Yamazaki, Sumio Watanabe |
| 2003 | A generalized mean field algorithm for variational inference in exponential families. | Eric P. Xing, Michael I. Jordan, Stuart Russell |
| 2003 | Efficient Parametric Projection Pursuit Density Estimation. | Max Welling, Richard S. Zemel, Geoffrey E. Hinton |
| 2003 | Boltzmann Machine Learning with the Latent Maximum Entropy Principle. | Shaojun Wang, Dale Schuurmans, Fuchun Peng, Yunxin Zhao |