| 2008 | Feature Selection via Block-Regularized Regression. | Seyoung Kim, Eric P. Xing |
| 2008 | Bayesian Out-Trees. | Tony Jebara |
| 2008 | Speeding Up Planning in Markov Decision Processes via Automatically Constructed Abstraction. | Alejandro Isaza, Csaba Szepesvri, Vadim Bulitko, Russell Greiner |
| 2008 | Toward Experiential Utility Elicitation for Interface Customization. | Bowen Hui, Craig Boutilier |
| 2008 | Cumulative distribution networks and the derivative-sum-product algorithm. | Jim C. Huang, Brendan J. Frey |
| 2008 | Causal discovery of linear acyclic models with arbitrary distributions. | Patrik O. Hoyer, Aapo Hyvrinen, Richard Scheines, Peter Spirtes, Joseph D. Ramsey, Gustavo Lacerda, Shohei Shimizu |
| 2008 | Learning When to Take Advice: A Statistical Test for Achieving A Correlated Equilibrium. | Greg Hines, Kate Larson |
| 2008 | Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies. | Tamir Hazan, Amnon Shashua |
| 2008 | Sparse Stochastic Finite-State Controllers for POMDPs. | Eric A. Hansen |
| 2008 | Sampling First Order Logical Particles. | Hannaneh Hajishirzi, Eyal Amir |
| 2008 | A Game-Theoretic Analysis of Updating Sets of Probabilities. | Peter Grnwald, Joseph Y. Halpern |
| 2008 | Latent Topic Models for Hypertext. | Amit Gruber, Michal Rosen-Zvi, Yair Weiss |
| 2008 | Hypothesis Management Framework: a flexible design pattern for belief networks in decision support systems. | Sicco Pier van Gosliga, Imelda van de Voorde |
| 2008 | Church: a language for generative models. | Noah D. Goodman, Vikash K. Mansinghka, Daniel M. Roy, Kallista A. Bonawitz, Joshua B. Tenenbaum |
| 2008 | AND/OR Importance Sampling. | Vibhav Gogate, Rina Dechter |
| 2008 | Multi-View Learning over Structured and Non-Identical Outputs. | Kuzman Ganchev, Joo Graa, John Blitzer, Ben Taskar |
| 2008 | Multi-View Learning over Structured and Non-Identical Outputs. | Kuzman Ganchev, Joo Graa, John Blitzer, Ben Taskar |
| 2008 | Constrained Approximate Maximum Entropy Learning of Markov Random Fields. | Varun Ganapathi, David Vickrey, John C. Duchi, Daphne Koller |
| 2008 | Learning and Solving Many-Player Games through a Cluster-Based Representation. | Sevan G. Ficici, David C. Parkes, Avi Pfeffer |
| 2008 | An experimental procedure for evaluating user-centered methods for rapid Bayesian network construction. | Michael Farry, Jonathan D. Pfautz, Zach Cox, Ann M. Bisantz, R. Stone, Emilie M. Roth |
| 2008 | Convex Point Estimation using Undirected Bayesian Transfer Hierarchies. | Gal Elidan, Benjamin Packer, Geremy Heitz, Daphne Koller |
| 2008 | Gibbs Sampling in Factorized Continuous-Time Markov Processes. | Tal El-Hay, Nir Friedman, Raz Kupferman |
| 2008 | Almost Optimal Intervention Sets for Causal Discovery. | Frederick Eberhardt |
| 2008 | Knowledge Combination in Graphical Multiagent Models. | Quang Duong, Michael P. Wellman, Satinder Singh |
| 2008 | Projected Subgradient Methods for Learning Sparse Gaussians. | John C. Duchi, Stephen Gould, Daphne Koller |