| 2006 | Ranking by Dependence - A Fair Criteria. | Harald Steck |
| 2006 | A Self-Supervised Terrain Roughness Estimator for Off-Road Autonomous Driving. | David Stavens, Sebastian Thrun |
| 2006 | Variable Noise and Dimensionality Reduction for Sparse Gaussian processes. | Edward Lloyd Snelson, Zoubin Ghahramani |
| 2006 | Bayesian Inference for Gaussian Mixed Graph Models. | Ricardo Bezerra de Andrade e Silva, Zoubin Ghahramani |
| 2006 | A Simple Approach for Finding the Globally Optimal Bayesian Network Structure. | Tomi Silander, Petri Myllymki |
| 2006 | Identification of Conditional Interventional Distributions. | Ilya Shpitser, Judea Pearl |
| 2006 | Inference in Hybrid Bayesian Networks Using Mixtures of Gaussians. | Prakash P. Shenoy |
| 2006 | Efficient Selection of Disambiguating Actions for Stereo Vision. | Monika Schaeffer, Ronald Parr |
| 2006 | Practical Linear Value-approximation Techniques for First-order MDPs. | Scott Sanner, Craig Boutilier |
| 2006 | Adjacency-Faithfulness and Conservative Causal Inference. | Joseph D. Ramsey, Jiji Zhang, Peter Spirtes |
| 2006 | From Influence Diagrams to Multi-operator Cluster DAGs. | Cdric Pralet, Thomas Schiex, Grard Verfaillie |
| 2006 | Gibbs Sampling for (Coupled) Infinite Mixture Models in the Stick Breaking Representation. | Ian Porteous, Alexander T. Ihler, Padhraic Smyth, Max Welling |
| 2006 | Approximate Separability for Weak Interaction in Dynamic Systems. | Avi Pfeffer |
| 2006 | Identifying the Relevant Nodes Without Learning the Model. | Jos M. Pea, Roland Nilsson, Johan Bjrkegren, Jesper Tegnr |
| 2006 | MCMC for Doubly-intractable Distributions. | Iain Murray, Zoubin Ghahramani, David J. C. MacKay |
| 2006 | General-Purpose MCMC Inference over Relational Structures. | Brian Milch, Stuart Russell |
| 2006 | Visualization of Collaborative Data. | Guobiao Mei, Peter Russo |
| 2006 | A Compact, Hierarchical Q-function Decomposition. | Bhaskara Marthi, Stuart Russell, David Andre |
| 2006 | Structured Priors for Structure Learning. | Vikash K. Mansinghka, Charles Kemp, Thomas L. Griffiths, Joshua B. Tenenbaum |
| 2006 | A Theoretical Study of Y Structures for Causal Discovery. | Subramani Mani, Gregory F. Cooper, Peter Spirtes |
| 2006 | Belief Update in CLG Bayesian Networks With Lazy Propagation. | Anders L. Madsen |
| 2006 | An Efficient Optimal-Equilibrium Algorithm for Two-player Game Trees. | Michael L. Littman, Nishkam Ravi, Arjun Talwar, Martin Zinkevich |
| 2006 | Faster Gaussian Summation: Theory and Experiment. | Dongryeol Lee, Alexander G. Gray |
| 2006 | Reasoning about Uncertainty in Metric Spaces. | Seunghwan Lee |
| 2006 | Sequential Document Representations and Simplicial Curves. | Guy Lebanon |