| 2009 | Complexity Analysis and Variational Inference for Interpretation-based Probabilistic Description Logic. | Fbio Gagliardi Cozman, Rodrigo Bellizia Polastro |
| 2009 | L2 Regularization for Learning Kernels. | Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh |
| 2009 | Prediction Markets, Mechanism Design, and Cooperative Game Theory. | Vincent Conitzer |
| 2009 | Mean Field Variational Approximation for Continuous-Time Bayesian Networks. | Ido Cohn, Tal El-Hay, Nir Friedman, Raz Kupferman |
| 2009 | Convex Coding. | David M. Bradley, J. Andrew Bagnell |
| 2009 | Multilingual Topic Models for Unaligned Text. | Jordan L. Boyd-Graber, David M. Blei |
| 2009 | Optimization of Structured Mean Field Objectives. | Alexandre Bouchard-Ct, Michael I. Jordan |
| 2009 | Deterministic POMDPs Revisited. | Blai Bonet |
| 2009 | Conditional Probability Tree Estimation Analysis and Algorithms. | Alina Beygelzimer, John Langford, Yury Lifshits, Gregory B. Sorkin, Alexander L. Strehl |
| 2009 | Alternating Projections for Learning with Expectation Constraints. | Kedar Bellare, Gregory Druck, Andrew McCallum |
| 2009 | REGAL: A Regularization based Algorithm for Reinforcement Learning in Weakly Communicating MDPs. | Peter L. Bartlett, Ambuj Tewari |
| 2009 | On Smoothing and Inference for Topic Models. | Arthur U. Asuncion, Max Welling, Padhraic Smyth, Yee Whye Teh |
| 2009 | A Bayesian Sampling Approach to Exploration in Reinforcement Learning. | John Asmuth, Lihong Li, Michael L. Littman, Ali Nouri, David Wingate |
| 2009 | Lower Bound Bayesian Networks - An Efficient Inference of Lower Bounds on Probability Distributions in Bayesian Networks. | Daniel Andrade, Bernhard Sick |
| 2009 | On Maximum a Posteriori Estimation of Hidden Markov Processes. | Armen E. Allahverdyan, Aram Galstyan |
| 2008 | Refractor Importance Sampling. | Haohai Yu, Robert van Engelen |
| 2008 | Relieving the elicitation burden of Bayesian Belief Networks. | B. W. Wisse, Sicco Pier van Gosliga, Nicole P. van Elst, Ana Isabel Barros |
| 2008 | Inference for Multiplicative Models. | Ydo Wexler, Christopher Meek |
| 2008 | A Bayesian approach to learning in fault isolation. | Hannes Wettig, Anna Pernestl, Tomi Silander, Mattias Nyberg |
| 2008 | Hybrid Variational/Gibbs Collapsed Inference in Topic Models. | Max Welling, Yee Whye Teh, Bert Kappen |
| 2008 | Continuous Time Dynamic Topic Models. | Chong Wang, David M. Blei, David Heckerman |
| 2008 | Modelling local and global phenomena with sparse Gaussian processes. | Jarno Vanhatalo, Aki Vehtari |
| 2008 | Hierarchical POMDP Controller Optimization by Likelihood Maximization. | Marc Toussaint, Laurent Charlin, Pascal Poupart |
| 2008 | Identifying Dynamic Sequential Plans. | Jin Tian |
| 2008 | Propagation using Chain Event Graphs. | Peter A. Thwaites, Jim Q. Smith, Robert G. Cowell |