| 2005 | Efficient Algorithm for Estimation of Qualitative Expected Utility in Possibilistic Case-based Reasoning. | Ryszard Kowalczyk |
| 2005 | On the Optimality of Tree-reweighted Max-product Message-passing. | Vladimir Kolmogorov, Martin J. Wainwright |
| 2005 | Toward Practical N2 Monte Carlo: the Marginal Particle Filter. | Mike Klaas, Nando de Freitas, Arnaud Doucet |
| 2005 | "Say EM" for Selecting Probabilistic Models for Logical Sequences. | Kristian Kersting, Tapani Raiko |
| 2005 | A Heuristic Search Algorithm for Solving First-Order MDPs. | Eldar Karabaev, Olga Skvortsova |
| 2005 | Local Markov Property for Models Satisfying Composition Axiom. | Changsung Kang, Jin Tian |
| 2005 | On the Detection of Concept Changes in Time-Varying Data Stream by Testing Exchangeability. | Shen-Shyang Ho, Harry Wechsler |
| 2005 | Prediction, Expectation, and Surprise: Methods, Designs, and Study of a Deployed Traffic Forecasting Service. | Eric Horvitz, Johnson Apacible, Raman Sarin, Lin Liao |
| 2005 | Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework. | Markus Harva, Tapani Raiko, Antti Honkela, Harri Valpola, Juha Karhunen |
| 2005 | Unsupervised Activity Discovery and Characterization From Event-Streams. | Rafay Hammid, Siddhartha Maddi, Amos Y. Johnson, Aaron F. Bobick, Irfan A. Essa, Charles Lee Isbell Jr. |
| 2005 | Evidence with Uncertain Likelihoods. | Joseph Y. Halpern, Riccardo Pucella |
| 2005 | Maximum Margin Bayesian Networks. | Yuhong Guo, Dana F. Wilkinson, Dale Schuurmans |
| 2005 | Bounding the Uncertainty of Graphical Games: The Complexity of Simple Requirements, Pareto and Strong Nash Equilibria. | Gianluigi Greco, Francesco Scarcello |
| 2005 | Modeling Transportation Routines using Hybrid Dynamic Mixed Networks. | Vibhav Gogate, Rina Dechter, Bozhena Bidyuk, Craig Rindt, James Marca |
| 2005 | Approximate Inference Algorithms for Hybrid Bayesian Networks with Discrete Constraints. | Vibhav Gogate, Rina Dechter |
| 2005 | Learning about Individuals from Group Statistics. | Nando de Freitas, Hendrik Kck |
| 2005 | Metrics for Markov Decision Processes with Infinite State Spaces. | Norm Ferns, Prakash Panangaden, Doina Precup |
| 2005 | Learning Bayesian Network Parameters with Prior Knowledge about Context-Specific Qualitative Influences. | A. J. Feelders, Linda C. van der Gaag |
| 2005 | Planning in POMDPs Using Multiplicity Automata. | Eyal Even-Dar, Sham M. Kakade, Yishay Mansour |
| 2005 | On the Number of Experiments Sufficient and in the Worst Case Necessary to Identify All Causal Relations Among N Variables. | Frederick Eberhardt, Clark Glymour, Richard Scheines |
| 2005 | Unstructuring User Preferences: Efficient Non-Parametric Utility Revelation. | Carmel Domshlak, Thorsten Joachims |
| 2005 | On Bayesian Network Approximation by Edge Deletion. | Adnan Darwiche, Hei Chan, Arthur Choi |
| 2005 | Common Voting Rules as Maximum Likelihood Estimators. | Vincent Conitzer, Tuomas Sandholm |
| 2005 | Hybrid Bayesian Networks with Linear Deterministic Variables. | Barry R. Cobb, Prakash P. Shenoy |
| 2005 | On Privacy-Preserving Histograms. | Shuchi Chawla, Cynthia Dwork, Frank McSherry, Kunal Talwar |