| 2014 | Propensity Score Matching for Causal Inference with Relational Data. | David T. Arbour, Katerina Marazopoulou, Dan Garant, David D. Jensen |
| 2014 | A variational approach to stable principal component pursuit. | Aleksandr Y. Aravkin, Stephen Becker, Volkan Cevher, Peder A. Olsen |
| 2014 | Accelerating MCMC via Parallel Predictive Prefetching. | Elaine Angelino, Eddie Kohler, Amos Waterland, Margo I. Seltzer, Ryan P. Adams |
| 2014 | A Comparison of Two MCMC Algorithms for Hierarchical Mixture Models. | Russell G. Almond |
| 2014 | On Convergence and Optimality of Best-Response Learning with Policy Types in Multiagent Systems. | Stefano V. Albrecht, Subramanian Ramamoorthy |
| 2014 | MEMR: A Margin Equipped Monotone Retargeting Framework for Ranking. | Sreangsu Acharyya, Joydeep Ghosh |
| 2014 | Multi-label Image Classification with A Probabilistic Label Enhancement Model. | Xin Li, Feipeng Zhao, Yuhong Guo |
| 2014 | Trade-Based Asset Models for Combinatorial Prediction Markets. | Wei Sun, Robin Hanson, Kathryn B. Laskey, Charles Twardy |
| 2014 | Quantifying Nonlocal Informativeness in High-Dimensional, Loopy Gaussian Graphical Models. | Daniel S. Levine, Jonathan P. How |
| 2014 | AND/OR Search for Marginal MAP. | Radu Marinescu, Rina Dechter, Alexander Ihler |
| 2013 | Exploring Multiple Dimensions of Parallelism in Junction Tree Message Passing. | Lu Zheng, Ole J. Mengshoel |
| 2013 | Active Learning with Expert Advice. | Peilin Zhao, Steven C. H. Hoi, Jinfeng Zhuang |
| 2013 | Bennett-type Generalization Bounds: Large-deviation Case and Faster Rate of Convergence. | Chao Zhang |
| 2013 | Predicting Latent Variables with Knowledge and Data: A Case Study in Trauma Care. | Barbaros Yet, William Marsh, Zane Perkins, Nigel Tai, Norman E. Fenton |
| 2013 | Integrating Document Clustering and Topic Modeling. | Pengtao Xie, Eric P. Xing |
| 2013 | An Object-oriented Spatial and Temporal Bayesian Network for Managing Willows in an American Heritage River Catchment. | Lauchlin A. T. Wilkinson, Yung En Chee, Ann E. Nicholson, Pedro Quintana-Ascencio |
| 2013 | On MAP Inference by MWSS on Perfect Graphs. | Adrian Weller, Tony Jebara |
| 2013 | Bounded Approximate Symbolic Dynamic Programming for Hybrid MDPs. | Luis Gustavo Vianna, Scott Sanner, Leliane Nunes de Barros |
| 2013 | Dynamic Blocking and Collapsing for Gibbs Sampling. | Deepak Venugopal, Vibhav Gogate |
| 2013 | Finite-Time Analysis of Kernelised Contextual Bandits. | Michal Valko, Nathaniel Korda, Rmi Munos, Ilias N. Flaounas, Nello Cristianini |
| 2013 | Approximate Kalman Filter Q-Learning for Continuous State-Space MDPs. | Charles Tripp, Ross D. Shachter |
| 2013 | Probabilistic inverse reinforcement learning in unknown environments. | Aristide C. Y. Tossou, Christos Dimitrakakis |
| 2013 | Speedy Model Selection (SMS) for Copula Models. | Yaniv Tenzer, Gal Elidan |
| 2013 | Latent Topic Analysis for Predicting Group Purchasing Behavior on the Social Web. | Feng-Tso Sun, Yi-Ting Yeh, Ole J. Mengshoel, Martin L. Griss |
| 2013 | Learning Parameters by Prediction Markets and Kelly Rule for Graphical Models. | Wei Sun, Robin Hanson, Kathryn B. Laskey, Charles Twardy |