| 2008 | A Game-Theoretic Analysis of Updating Sets of Probabilities. Peter Grünwald, Joseph Y. Halpern |
| 2008 | A Polynomial-time Nash Equilibrium Algorithm for Repeated Stochastic Games. Enrique Munoz de Cote, Michael L. Littman |
| 2008 | AND/OR Importance Sampling. Vibhav Gogate, Rina Dechter |
| 2008 | Adaptive inference on general graphical models. Umut A. Acar, Alexander T. Ihler, Ramgopal R. Mettu, Özgür Sümer |
| 2008 | Almost Optimal Intervention Sets for Causal Discovery. Frederick Eberhardt |
| 2008 | Approximating the Partition Function by Deleting and then Correcting for Model Edges. Arthur Choi, Adnan Darwiche |
| 2008 | Bayesian Out-Trees. Tony Jebara |
| 2008 | Bayesian network learning by compiling to weighted MAX-SAT. James Cussens |
| 2008 | Bounding Search Space Size via (Hyper)tree Decompositions. Lars Otten, Rina Dechter |
| 2008 | Bounds on the Bethe Free Energy for Gaussian Networks. Botond Cseke, Tom Heskes |
| 2008 | CORL: A Continuous-state Offset-dynamics Reinforcement Learner. Emma Brunskill, Bethany R. Leffler, Lihong Li, Michael L. Littman, Nicholas Roy |
| 2008 | CT-NOR: Representing and Reasoning About Events in Continuous Time. Aleksandr Simma, Moisés Goldszmidt, John MacCormick, Paul Barham, Richard Black, Rebecca Isaacs, Richard Mortier |
| 2008 | Causal discovery of linear acyclic models with arbitrary distributions. Patrik O. Hoyer, Aapo Hyvärinen, Richard Scheines, Peter Spirtes, Joseph D. Ramsey, Gustavo Lacerda, Shohei Shimizu |
| 2008 | Church: a language for generative models. Noah D. Goodman, Vikash K. Mansinghka, Daniel M. Roy, Kallista A. Bonawitz, Joshua B. Tenenbaum |
| 2008 | Clique Matrices for Statistical Graph Decomposition and Parameterising Restricted Positive Definite Matrices. David Barber |
| 2008 | Complexity of Inference in Graphical Models. Venkat Chandrasekaran, Nathan Srebro, Prahladh Harsha |
| 2008 | Constrained Approximate Maximum Entropy Learning of Markov Random Fields. Varun Ganapathi, David Vickrey, John C. Duchi, Daphne Koller |
| 2008 | Continuous Time Dynamic Topic Models. Chong Wang, David M. Blei, David Heckerman |
| 2008 | Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies. Tamir Hazan, Amnon Shashua |
| 2008 | Convex Point Estimation using Undirected Bayesian Transfer Hierarchies. Gal Elidan, Benjamin Packer, Geremy Heitz, Daphne Koller |
| 2008 | Cumulative distribution networks and the derivative-sum-product algorithm. Jim C. Huang, Brendan J. Frey |
| 2008 | Discovering Cyclic Causal Models by Independent Components Analysis. Gustavo Lacerda, Peter Spirtes, Joseph D. Ramsey, Patrik O. Hoyer |
| 2008 | Dyna-Style Planning with Linear Function Approximation and Prioritized Sweeping. Richard S. Sutton, Csaba Szepesvári, Alborz Geramifard, Michael H. Bowling |
| 2008 | Efficient Inference in Persistent Dynamic Bayesian Networks. Tomás Singliar, Denver Dash |
| 2008 | Estimation and clustering with infinite rankings. Marina Meila, Le Bao |
| 2008 | Explanation Trees for Causal Bayesian Networks. Ulf H. Nielsen, Jean-Philippe Pellet, André Elisseeff |
| 2008 | Feature Selection via Block-Regularized Regression. Seyoung Kim, Eric P. Xing |
| 2008 | Flexible Priors for Exemplar-based Clustering. Daniel Tarlow, Richard S. Zemel, Brendan J. Frey |
| 2008 | Gibbs Sampling in Factorized Continuous-Time Markov Processes. Tal El-Hay, Nir Friedman, Raz Kupferman |
| 2008 | Greedy Block Coordinate Descent for Large Scale Gaussian Process Regression. Liefeng Bo, Cristian Sminchisescu |
| 2008 | Hierarchical POMDP Controller Optimization by Likelihood Maximization. Marc Toussaint, Laurent Charlin, Pascal Poupart |
| 2008 | Hybrid Variational/Gibbs Collapsed Inference in Topic Models. Max Welling, Yee Whye Teh, Bert Kappen |
| 2008 | Identifying Dynamic Sequential Plans. Jin Tian |
| 2008 | Identifying Optimal Sequential Decisions. A. Philip Dawid, Vanessa Didelez |
| 2008 | Identifying reasoning patterns in games. Dimitrios Antos, Avi Pfeffer |
| 2008 | Improving Gradient Estimation by Incorporating Sensor Data. Gregory Lawrence, Stuart Russell |
| 2008 | Improving the Accuracy and Efficiency of MAP Inference for Markov Logic. Sebastian Riedel |
| 2008 | Inference for Multiplicative Models. Ydo Wexler, Christopher Meek |
| 2008 | Knowledge Combination in Graphical Multiagent Models. Quang Duong, Michael P. Wellman, Satinder Singh |
| 2008 | Latent Topic Models for Hypertext. Amit Gruber, Michal Rosen-Zvi, Yair Weiss |
| 2008 | Learning Arithmetic Circuits. Daniel Lowd, Pedro M. Domingos |
| 2008 | Learning Convex Inference of Marginals. Justin Domke |
| 2008 | Learning Hidden Markov Models for Regression using Path Aggregation. Keith Noto, Mark Craven |
| 2008 | Learning Inclusion-Optimal Chordal Graphs. Vincent Auvray, Louis Wehenkel |
| 2008 | Learning When to Take Advice: A Statistical Test for Achieving A Correlated Equilibrium. Greg Hines, Kate Larson |
| 2008 | Learning and Solving Many-Player Games through a Cluster-Based Representation. Sevan G. Ficici, David C. Parkes, Avi Pfeffer |
| 2008 | Learning the Bayesian Network Structure: Dirichlet Prior vs Data. Harald Steck |
| 2008 | Model-Based Bayesian Reinforcement Learning in Large Structured Domains. Stéphane Ross, Joelle Pineau |
| 2008 | Modelling local and global phenomena with sparse Gaussian processes. Jarno Vanhatalo, Aki Vehtari |
| 2008 | Multi-View Learning over Structured and Non-Identical Outputs. Kuzman Ganchev, João Graça, John Blitzer, Ben Taskar |
| 2008 | Multi-View Learning over Structured and Non-Identical Outputs. Kuzman Ganchev, João Graça, John Blitzer, Ben Taskar |
| 2008 | New Techniques for Algorithm Portfolio Design. Matthew J. Streeter, Stephen F. Smith |
| 2008 | Observation Subset Selection as Local Compilation of Performance Profiles. Yan Radovilsky, Solomon Eyal Shimony |
| 2008 | On Identifying Total Effects in the Presence of Latent Variables and Selection bias. Manabu Kuroki, Zhihong Cai |
| 2008 | On Identifying Total Effects in the Presence of Latent Variables and Selection bias. Zhihong Cai, Manabu Kuroki |
| 2008 | On the Conditional Independence Implication Problem: A Lattice-Theoretic Approach. Mathias Niepert, Dirk Van Gucht, Marc Gyssens |
| 2008 | Partitioned Linear Programming Approximations for MDPs. Branislav Kveton, Milos Hauskrecht |
| 2008 | Projected Subgradient Methods for Learning Sparse Gaussians. John C. Duchi, Stephen Gould, Daphne Koller |
| 2008 | Propagation using Chain Event Graphs. Peter A. Thwaites, Jim Q. Smith, Robert G. Cowell |
| 2008 | Refractor Importance Sampling. Haohai Yu, Robert van Engelen |
| 2008 | Sampling First Order Logical Particles. Hannaneh Hajishirzi, Eyal Amir |
| 2008 | Sensitivity analysis for finite Markov chains in discrete time. Gert de Cooman, Filip Hermans, Erik Quaeghebeur |
| 2008 | Sensitivity analysis in decision circuits. Debarun Bhattacharjya, Ross D. Shachter |
| 2008 | Small Sample Inference for Generalization Error in Classification Using the CUD Bound. Eric B. Laber, Susan A. Murphy |
| 2008 | Sparse Stochastic Finite-State Controllers for POMDPs. Eric A. Hansen |
| 2008 | Speeding Up Planning in Markov Decision Processes via Automatically Constructed Abstraction. Alejandro Isaza, Csaba Szepesvári, Vadim Bulitko, Russell Greiner |
| 2008 | Strategy Selection in Influence Diagrams using Imprecise Probabilities. Cassio P. de Campos, Qiang Ji |
| 2008 | The Computational Complexity of Sensitivity Analysis and Parameter Tuning. Johan Kwisthout, Linda C. van der Gaag |
| 2008 | The Phylogenetic Indian Buffet Process: A Non-Exchangeable Nonparametric Prior for Latent Features. Kurt T. Miller, Thomas L. Griffiths, Michael I. Jordan |
| 2008 | Tightening LP Relaxations for MAP using Message Passing. David A. Sontag, Talya Meltzer, Amir Globerson, Tommi S. Jaakkola, Yair Weiss |
| 2008 | Topic Models Conditioned on Arbitrary Features with Dirichlet-multinomial Regression. David M. Mimno, Andrew McCallum |
| 2008 | Toward Experiential Utility Elicitation for Interface Customization. Bowen Hui, Craig Boutilier |
| 2008 | UAI 2008, Proceedings of the 24th Conference in Uncertainty in Artificial Intelligence, Helsinki, Finland, July 9-12, 2008 David A. McAllester, Petri Myllymäki |