| 2005 | Unsupervised Spectral Learning. | Susan M. Shortreed, Marina Meila |
| 2005 | Discovery of Non-gaussian Linear Causal Models using ICA. | Shohei Shimizu, Aapo Hyvrinen, Yutaka Kano, Patrik O. Hoyer |
| 2005 | Two-Way Latent Grouping Model for User Preference Prediction. | Eerika Savia, Kai Puolamki, Janne Sinkkonen, Samuel Kaski |
| 2005 | Approximate Linear Programming for First-order MDPs. | Scott Sanner, Craig Boutilier |
| 2005 | Predictive Linear-Gaussian Models of Stochastic Dynamical Systems. | Matthew R. Rudary, Satinder Singh, David Wingate |
| 2005 | The DLR Hierarchy of Approximate Inference. | Michal Rosen-Zvi, Michael I. Jordan, Alan L. Yuille |
| 2005 | Exploiting Evidence-dependent Sensitivity Bounds. | Silja Renooij, Linda C. van der Gaag |
| 2005 | A Revision-Based Approach to Resolving Conflicting Information. | Guilin Qi, Weiru Liu, David A. Bell |
| 2005 | Asynchronous Dynamic Bayesian Networks. | Avi Pfeffer, Terry Tai |
| 2005 | Modifying Bayesian Networks by Probability Constraints. | Yun Peng, Zhongli Ding |
| 2005 | Robotic Mapping with Polygonal Random Fields. | Mark Paskin, Sebastian Thrun |
| 2005 | Self-Confirming Price Prediction for Bidding in Simultaneous Ascending Auctions. | Anna Osepayshvili, Michael P. Wellman, Daniel M. Reeves, Jeffrey K. MacKie-Mason |
| 2005 | Expectation Maximization and Complex Duration Distributions for Continuous Time Bayesian Networks. | Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2005 | Expectation Propagation for Continuous Time Bayesian Networks. | Uri Nodelman, Daphne Koller, Christian R. Shelton |
| 2005 | Obtaining Calibrated Probabilities from Boosting. | Alexandru Niculescu-Mizil, Rich Caruana |
| 2005 | A Submodular-supermodular Procedure with Applications to Discriminative Structure Learning. | Mukund Narasimhan, Jeff A. Bilmes |
| 2005 | Sufficient Conditions for Convergence of Loopy Belief Propagation. | Joris M. Mooij, Hilbert J. Kappen |
| 2005 | A Conditional Random Field for Discriminatively-trained Finite-state String Edit Distance. | Andrew McCallum, Kedar Bellare, Fernando C. N. Pereira |
| 2005 | The Relationship Between AND/OR Search and Variable Elimination. | Robert Mateescu, Rina Dechter |
| 2005 | Representation Policy Iteration. | Sridhar Mahadevan |
| 2005 | A Differential Semantics of Lazy AR Propagation. | Andres Madsen |
| 2005 | Existence and Finiteness Conditions for Risk-Sensitive Planning: Results and Conjectures. | Yaxin Liu, Sven Koenig |
| 2005 | Of Starships and Klingons: Bayesian Logic for the 23rd Century. | Kathryn B. Laskey, Paulo Cesar G. da Costa |
| 2005 | The Graphical Identification for Total Effects by using Surrogate Variables. | Manabu Kuroki, Zhihong Cai, Hiroki Motogaito |
| 2005 | Near-optimal Nonmyopic Value of Information in Graphical Models. | Andreas Krause, Carlos Guestrin |