| 2008 | Active Collaborative Prediction with Maximum Margin Matrix Factorization. | Irina Rish, Gerald Tesauro |
| 2008 | A Mathematician Looks at Answer Set Programming. | Jeffrey B. Remmel |
| 2008 | Extending the Bellman equation for MDPs to continuous actions and cont. time in the discounted case. | Emmanuel Rachelson, Frdrick Garia, Patrick Fabiani |
| 2008 | Approximation Techniques for Space-Efficient Compilation in Abductive Inference. | Gregory M. Provan |
| 2008 | Model-based Bayesian Reinforcement Learning in Partially Observable Domains. | Pascal Poupart, Nikos Vlassis |
| 2008 | Bayes-Adaptive POMDPs: A New Perspective on the Explore-Exploit Tradeoff in Partially Observable Domains. | Joelle Pineau, Stphane Ross, Brahim Chaib-draa |
| 2008 | A Successive Approximation Algorithm for Coordination Problems. | Marek Petrik, Shlomo Zilberstein |
| 2008 | Order-based Discriminative Structure Learning for Bayesian Network Classifiers. | Franz Pernkopf, Jeff A. Bilmes |
| 2008 | Approximate Solutions of Interactive POMDPs Using Point Based Value Iteration. | Dennis Perez, Prashant Doshi |
| 2008 | Stable Models and Difference Logic. | Ilkka Niemel |
| 2008 | Integrating Answer Programming and Constraint Logic Programming. | Veena S. Mellarkod, Michael Gelfond, Yuanlin Zhang |
| 2008 | From Hilbert's Program to a Logic Toolbox. | Johann A. Makowsky |
| 2008 | Efficient Value-Function Approximation via Online Linear Regression. | Lihong Li, Michael L. Littman |
| 2008 | Combinatorial problems for Horn clauses. | Marina Langlois, Dhruv Mubayi, Robert H. Sloan, Gyrgy Turn |
| 2008 | A Lazy Approach to Online Learning with Constraints. | Branislav Kveton, Jia Yuan Yu, Georgios Theocharous, Shie Mannor |
| 2008 | Lifting Techniques for Weighted Constraint Satisfaction Problems. | T. K. Satish Kumar |
| 2008 | Leveraging Belief Propagation, Backtrack Search, and Statistics for Model Counting. | Lukas Kroc, Bart Selman, Ashish Sabharwal |
| 2008 | A Bayesian Approach to Cluster Validation. | Hoyt A. Koepke, Bertrand S. Clarke |
| 2008 | Solving Structured Continuous-Time Markov Decision Processes. | Kin Fai Kan, Christian R. Shelton |
| 2008 | A Non-Preferential Semantics of Non-Monotonic Modal Logic. | Michael Kaminski |
| 2008 | Classifier Utility Visualization by Distance-Preserving Projection of High Dimensional Performance D. | Nathalie Japkowicz, Pritika Sanghi, Peter E. Tischer |
| 2008 | Optimality Conditions for Distributive Justice. | John N. Hooker |
| 2008 | Rare Class Discovery Based on Active Learning. | Jingrui He, Jaime G. Carbonell |
| 2008 | Planning Aims for a Network of Horizontal and Overhead Sensors. | Erik Halvorson, Ronald Parr |
| 2008 | Practical Methods for Exploiting Bounds on Change in the Margin. | Andrew Guillory, Jeff A. Bilmes |