| 2009 | Probabilistic Structured Predictors. | Shankar Vembu, Thomas Grtner, Mario Boley |
| 2009 | Ordinal Boltzmann Machines for Collaborative Filtering. | Tran The Truyen, Dinh Q. Phung, Svetha Venkatesh |
| 2009 | Computing Posterior Probabilities of Structural Features in Bayesian Networks. | Jin Tian, Ru He |
| 2009 | Measuring Inconsistency in Probabilistic Knowledge Bases. | Matthias Thimm |
| 2009 | Products of Hidden Markov Models: It Takes N>1 to Tango. | Graham W. Taylor, Geoffrey E. Hinton |
| 2009 | Effects of Treatment on the Treated: Identification and Generalization. | Ilya Shpitser, Judea Pearl |
| 2009 | A direct method for estimating a causal ordering in a linear non-Gaussian acyclic model. | Shohei Shimizu, Aapo Hyvrinen, Yoshinobu Kawahara |
| 2009 | Bisimulation-based Approximate Lifted Inference. | Prithviraj Sen, Amol Deshpande, Lise Getoor |
| 2009 | Modeling Discrete Interventional Data using Directed Cyclic Graphical Models. | Mark Schmidt, Kevin P. Murphy |
| 2009 | Quantum Annealing for Variational Bayes Inference. | Issei Sato, Kenichi Kurihara, Shu Tanaka, Hiroshi Nakagawa, Seiji Miyashita |
| 2009 | Characterizing predictable classes of processes. | Daniil Ryabko |
| 2009 | A factorization criterion for acyclic directed mixed graphs. | Thomas S. Richardson |
| 2009 | BPR: Bayesian Personalized Ranking from Implicit Feedback. | Steffen Rendle, Christoph Freudenthaler, Zeno Gantner, Lars Schmidt-Thieme |
| 2009 | Regret-based Reward Elicitation for Markov Decision Processes. | Kevin Regan, Craig Boutilier |
| 2009 | Exact Structure Discovery in Bayesian Networks with Less Space. | Pekka Parviainen, Mikko Koivisto |
| 2009 | Logical Inference Algorithms and Matrix Representations for Probabilistic Conditional Independence. | Mathias Niepert |
| 2009 | Using the Gene Ontology Hierarchy when Predicting Gene Function. | Sara Mostafavi, Quaid Morris |
| 2009 | Virtual Vector Machine for Bayesian Online Classification. | Thomas P. Minka, Rongjing Xiang, Yuan (Alan) Qi |
| 2009 | Convexifying the Bethe Free Energy. | Ofer Meshi, Ariel Jaimovich, Amir Globerson, Nir Friedman |
| 2009 | Convergent message passing algorithms - a unifying view. | Talya Meltzer, Amir Globerson, Yair Weiss |
| 2009 | Group Sparse Priors for Covariance Estimation. | Benjamin M. Marlin, Mark Schmidt, Kevin P. Murphy |
| 2009 | Domain Knowledge Uncertainty and Probabilistic Parameter Constraints. | Yi Mao, Guy Lebanon |
| 2009 | Multiple Source Adaptation and the Rnyi Divergence. | Yishay Mansour, Mehryar Mohri, Afshin Rostamizadeh |
| 2009 | Interpretation and Generalization of Score Matching. | Siwei Lyu |
| 2009 | Quantifying the Strategyproofness of Mechanisms via Metrics on Payoff Distributions. | Benjamin Lubin, David C. Parkes |