| 2006 | Propagation of Delays in the National Airspace System. | Kathryn B. Laskey, Ning Xu, Chun-Hung Chen |
| 2006 | Predicting Conditional Quantiles via Reduction to Classification. | John Langford, Roberto Oliveira, Bianca Zadrozny |
| 2006 | Stratified Analysis of 'Probabilities of Causation'. | Manabu Kuroki, Zhihong Cai |
| 2006 | Advances in Exact Bayesian Structure Discovery in Bayesian Networks. | Mikko Koivisto |
| 2006 | Inequality Constraints in Causal Models with Hidden Variables. | Changsung Kang, Jin Tian |
| 2006 | The AI&M Procedure for Learning from Incomplete Data. | Manfred Jaeger |
| 2006 | Pearl's Calculus of Intervention Is Complete. | Yimin Huang, Marco Valtorta |
| 2006 | Convex Structure Learning for Bayesian Networks: Polynomial Feature Selection and Approximate Ordering. | Yuhong Guo, Dale Schuurmans |
| 2006 | Matrix Tile Analysis. | Inmar E. Givoni, Vincent Cheung, Brendan J. Frey |
| 2006 | A New Axiomatization for Likelihood Gambles. | Phan Hong Giang |
| 2006 | Dimension Reduction in Singularly Perturbed Continuous-Time Bayesian Networks. | Nir Friedman, Raz Kupferman |
| 2006 | Methods for Computing State Similarity in Markov Decision Processes. | Norm Ferns, Pablo Samuel Castro, Doina Precup, Prakash Panangaden |
| 2006 | Residual Belief Propagation: Informed Scheduling for Asynchronous Message Passing. | Gal Elidan, Ian McGraw, Daphne Koller |
| 2006 | Continuous Time Markov Networks. | Tal El-Hay, Nir Friedman, Daphne Koller, Raz Kupferman |
| 2006 | Fitting Graphical Interaction Models to Multivariate Time Series. | Michael Eichler |
| 2006 | Direct and Indirect Effects of Sequential Treatments. | Vanessa Didelez, A. Philip Dawid, Sara Geneletti |
| 2006 | Asymmetric Separation for Local Independence Graphs. | Vanessa Didelez |
| 2006 | Chi-square Tests Driven Method for Learning the Structure of Factored MDPs. | Thomas Degris, Olivier Sigaud, Pierre-Henri Wuillemin |
| 2006 | A Concentration Theorem for Projections. | Sanjoy Dasgupta, Daniel J. Hsu, Nakul Verma |
| 2006 | An Empirical Comparison of Algorithms for Aggregating Expert Predictions. | Varsha Dani, Omid Madani, David M. Pennock, Sumit K. Sanghai, Brian Galebach |
| 2006 | Discriminative Learning via Semidefinite Probabilistic Models. | Koby Crammer, Amir Globerson |
| 2006 | MAIES: A Tool for DNA Mixture Analysis. | Robert G. Cowell, Steffen L. Lauritzen, Julia Mortera |
| 2006 | A Variational Approach for Approximating Bayesian Networks by Edge Deletion. | Arthur Choi, Adnan Darwiche |
| 2006 | Sensitivity Analysis for Threshold Decision Making with Dynamic Networks. | Theodore Charitos, Linda C. van der Gaag |
| 2006 | On the Robustness of Most Probable Explanations. | Hei Chan, Adnan Darwiche |