| 2007 | Causal Reasoning in Graphical Time Series Models. | Michael Eichler, Vanessa Didelez |
| 2007 | Bayesian structure learning using dynamic programming and MCMC. | Daniel Eaton, Kevin P. Murphy |
| 2007 | Statistical Translation, Heat Kernels and Expected Distances. | Joshua V. Dillon, Yi Mao, Guy Lebanon, Jian Zhang |
| 2007 | Learning Probabilistic Relational Dynamics for Multiple Tasks. | Ashwin Deshpande, Brian Milch, Luke S. Zettlemoyer, Leslie Pack Kaelbling |
| 2007 | Probabilistic Models for Anomaly Detection in Remote Sensor Data Streams. | Ethan W. Dereszynski, Thomas G. Dietterich |
| 2007 | Bandit Algorithms for Tree Search. | Pierre-Arnaud Coquelin, Rmi Munos |
| 2007 | Node Splitting: A Scheme for Generating Upper Bounds in Bayesian Networks. | Arthur Choi, Mark Chavira, Adnan Darwiche |
| 2007 | A Utility Framework for Bounded-Loss Market Makers. | Yiling Chen, David M. Pennock |
| 2007 | Reachability Under Uncertainty. | Allen Chang, Eyal Amir |
| 2007 | Generalized Polya Urn for Time-varying Dirichlet Process Mixtures. | Francois Caron, Manuel Davy, Arnaud Doucet |
| 2007 | Minimax regret based elicitation of generalized additive utilities. | Darius Braziunas, Craig Boutilier |
| 2007 | Discovering Patterns in Biological Sequences by Optimal Segmentation. | Joseph Bockhorst, Nebojsa Jojic |
| 2007 | Evaluating influence diagrams with decision circuits. | Debarun Bhattacharjya, Ross D. Shachter |
| 2007 | Optimizing Memory-Bounded Controllers for Decentralized POMDPs. | Christopher Amato, Daniel S. Bernstein, Shlomo Zilberstein |
| 2007 | "I Can Name that Bayesian Network in Two Matrixes!". | Russell G. Almond |
| 2006 | On the Number of Samples Needed to Learn the Correct Structure of a Bayesian Network. | Or Zuk, Shiri Margel, Eytan Domany |
| 2006 | Bayesian Multicategory Support Vector Machines. | Zhihua Zhang, Michael I. Jordan |
| 2006 | Infinite Hidden Relational Models. | Zhao Xu, Volker Tresp, Kai Yu, Hans-Peter Kriegel |
| 2006 | A Non-Parametric Bayesian Method for Inferring Hidden Causes. | Frank D. Wood, Thomas L. Griffiths, Zoubin Ghahramani |
| 2006 | Stochastic Optimal Control in Continuous Space-Time Multi-Agent Systems. | Wim Wiegerinck, Bart van den Broek, Bert Kappen |
| 2006 | Axiomatic Foundations for a Class of Generalized Expected Utility: Algebraic Expected Utility. | Paul Weng |
| 2006 | Bayesian Random Fields: The Bethe-Laplace Approximation. | Max Welling, Sridevi Parise |
| 2006 | A Bayesian Probability Calculus for Density Matrices. | Manfred K. Warmuth, Dima Kuzmin |
| 2006 | Recognizing Activities and Spatial Context Using Wearable Sensors. | Amar Subramanya, Alvin Raj, Jeff A. Bilmes, Dieter Fox |
| 2006 | Incremental Model-based Learners With Formal Learning-Time Guarantees. | Alexander L. Strehl, Lihong Li, Michael L. Littman |