| 2008 | Observations from field trials with several elicitation techniques in an ecological domain. | Colette R. Thomas, Ann E. Nicholson, Barry T. Hart |
| 2008 | Flexible Priors for Exemplar-based Clustering. | Daniel Tarlow, Richard S. Zemel, Brendan J. Frey |
| 2008 | Dyna-Style Planning with Linear Function Approximation and Prioritized Sweeping. | Richard S. Sutton, Csaba Szepesvri, Alborz Geramifard, Michael H. Bowling |
| 2008 | New Techniques for Algorithm Portfolio Design. | Matthew J. Streeter, Stephen F. Smith |
| 2008 | Learning the Bayesian Network Structure: Dirichlet Prior vs Data. | Harald Steck |
| 2008 | Tightening LP Relaxations for MAP using Message Passing. | David A. Sontag, Talya Meltzer, Amir Globerson, Tommi S. Jaakkola, Yair Weiss |
| 2008 | Efficient Inference in Persistent Dynamic Bayesian Networks. | Toms Singliar, Denver Dash |
| 2008 | CT-NOR: Representing and Reasoning About Events in Continuous Time. | Aleksandr Simma, Moiss Goldszmidt, John MacCormick, Paul Barham, Richard Black, Rebecca Isaacs, Richard Mortier |
| 2008 | Model-Based Bayesian Reinforcement Learning in Large Structured Domains. | Stphane Ross, Joelle Pineau |
| 2008 | Improving the Accuracy and Efficiency of MAP Inference for Markov Logic. | Sebastian Riedel |
| 2008 | Observation Subset Selection as Local Compilation of Performance Profiles. | Yan Radovilsky, Solomon Eyal Shimony |
| 2008 | Bounding Search Space Size via (Hyper)tree Decompositions. | Lars Otten, Rina Dechter |
| 2008 | Learning Hidden Markov Models for Regression using Path Aggregation. | Keith Noto, Mark Craven |
| 2008 | On the Conditional Independence Implication Problem: A Lattice-Theoretic Approach. | Mathias Niepert, Dirk Van Gucht, Marc Gyssens |
| 2008 | Explanation Trees for Causal Bayesian Networks. | Ulf H. Nielsen, Jean-Philippe Pellet, Andr Elisseeff |
| 2008 | Topic Models Conditioned on Arbitrary Features with Dirichlet-multinomial Regression. | David M. Mimno, Andrew McCallum |
| 2008 | The Phylogenetic Indian Buffet Process: A Non-Exchangeable Nonparametric Prior for Latent Features. | Kurt T. Miller, Thomas L. Griffiths, Michael I. Jordan |
| 2008 | Estimation and clustering with infinite rankings. | Marina Meila, Le Bao |
| 2008 | Learning Arithmetic Circuits. | Daniel Lowd, Pedro M. Domingos |
| 2008 | Improving Gradient Estimation by Incorporating Sensor Data. | Gregory Lawrence, Stuart Russell |
| 2008 | Discovering Cyclic Causal Models by Independent Components Analysis. | Gustavo Lacerda, Peter Spirtes, Joseph D. Ramsey, Patrik O. Hoyer |
| 2008 | Small Sample Inference for Generalization Error in Classification Using the CUD Bound. | Eric B. Laber, Susan A. Murphy |
| 2008 | The Computational Complexity of Sensitivity Analysis and Parameter Tuning. | Johan Kwisthout, Linda C. van der Gaag |
| 2008 | Partitioned Linear Programming Approximations for MDPs. | Branislav Kveton, Milos Hauskrecht |
| 2008 | On Identifying Total Effects in the Presence of Latent Variables and Selection bias. | Manabu Kuroki, Zhihong Cai |