| 2008 | The impact of overconfidence bias on practical accuracy of Bayesian network models: an empirical study. | Marek J. Druzdzel, Agnieszka Onisko |
| 2008 | Learning Convex Inference of Marginals. | Justin Domke |
| 2008 | Identifying Optimal Sequential Decisions. | A. Philip Dawid, Vanessa Didelez |
| 2008 | Evaluating probabilistic reasoning systems. | Adnan Darwiche, Rina Dechter |
| 2008 | Bayesian network learning by compiling to weighted MAX-SAT. | James Cussens |
| 2008 | Bounds on the Bethe Free Energy for Gaussian Networks. | Botond Cseke, Tom Heskes |
| 2008 | A Polynomial-time Nash Equilibrium Algorithm for Repeated Stochastic Games. | Enrique Munoz de Cote, Michael L. Littman |
| 2008 | Sensitivity analysis for finite Markov chains in discrete time. | Gert De Cooman, Filip Hermans, Erik Quaeghebeur |
| 2008 | Approximating the Partition Function by Deleting and then Correcting for Model Edges. | Arthur Choi, Adnan Darwiche |
| 2008 | Complexity of Inference in Graphical Models. | Venkat Chandrasekaran, Nathan Srebro, Prahladh Harsha |
| 2008 | Methods for representing bias in Bayesian networks. | Eric Carlson, Sean L. Guarino, Jonathan D. Pfautz |
| 2008 | Strategy Selection in Influence Diagrams using Imprecise Probabilities. | Cassio P. de Campos, Qiang Ji |
| 2008 | On Identifying Total Effects in the Presence of Latent Variables and Selection bias. | Zhihong Cai, Manabu Kuroki |
| 2008 | CORL: A Continuous-state Offset-dynamics Reinforcement Learner. | Emma Brunskill, Bethany R. Leffler, Lihong Li, Michael L. Littman, Nicholas Roy |
| 2008 | Greedy Block Coordinate Descent for Large Scale Gaussian Process Regression. | Liefeng Bo, Cristian Sminchisescu |
| 2008 | Sensitivity analysis in decision circuits. | Debarun Bhattacharjya, Ross D. Shachter |
| 2008 | Clique Matrices for Statistical Graph Decomposition and Parameterising Restricted Positive Definite Matrices. | David Barber |
| 2008 | Learning Inclusion-Optimal Chordal Graphs. | Vincent Auvray, Louis Wehenkel |
| 2008 | Identifying reasoning patterns in games. | Dimitrios Antos, Avi Pfeffer |
| 2008 | Adaptive inference on general graphical models. | Umut A. Acar, Alexander T. Ihler, Ramgopal R. Mettu, zgr Smer |
| 2007 | Ranking Under Uncertainty. | Or Zuk, Liat Ein-Dor, Eytan Domany |
| 2007 | Learning Selectively Conditioned Forest Structures with Applications to DBNs and Classification. | Brian D. Ziebart, Anind K. Dey, James A. Bagnell |
| 2007 | A Characterization of Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables. | Jiji Zhang |
| 2007 | Indirectly Visible Bayesian Student Models. | Juan-Diego Zapata-Rivera |
| 2007 | Automatic Generation of Four-part Harmony. | Liangrong Yi, Judy Goldsmith |