| 2014 | Belief-Kinematics Jeffrey-s Rules in the Theory of Evidence. | Chunlai Zhou, Mingyue Wang, Biao Qin |
| 2014 | Constructing Separators and Adjustment Sets in Ancestral Graphs. | Benito van der Zander, Maciej Liskiewicz, Johannes Textor |
| 2014 | Constructing Separators and Adjustment Sets in Ancestral Graphs. | Benito van der Zander, Maciej Liskiewicz, Johannes Textor |
| 2014 | Learning from Point Sets with Observational Bias. | Liang Xiong, Jeff G. Schneider |
| 2014 | Fast Newton methods for the group fused lasso. | Matt Wytock, Suvrit Sra, Jeremy Z. Kolter |
| 2014 | A Bayesian Nonparametric Model for Spectral Estimation of Metastable Systems. | Hao Wu |
| 2014 | An Object-Oriented Dynamic Bayesian Decision Network Model for Grasslands Adaptive Management. | Owen Woodberry, Jess Millett-Riley, Steve Sinclair, Ann E. Nicholson |
| 2014 | Understanding the Bethe Approximation: When and How can it go Wrong? | Adrian Weller, Kui Tang, Tony Jebara, David A. Sontag |
| 2014 | Approximating the Bethe Partition Function. | Adrian Weller, Tony Jebara |
| 2014 | Bayesian Filtering with Online Gaussian Process Latent Variable Models. | Yali Wang, Marcus A. Brubaker, Brahim Chaib-draa, Raquel Urtasun |
| 2014 | Tightness Results for Local Consistency Relaxations in Continuous MRFs. | Yoav Wald, Amir Globerson |
| 2014 | Venn-Abers Predictors. | Vladimir Vovk, Ivan Petej |
| 2014 | A Consistent Estimator of the Expected Gradient Outerproduct. | Shubhendu Trivedi, Jialei Wang, Samory Kpotufe, Gregory Shakhnarovich |
| 2014 | Efficient Regret Bounds for Online Bid Optimisation in Budget-Limited Sponsored Search Auctions. | Long Tran-Thanh, Lampros C. Stavrogiannis, Victor Naroditskiy, Valentin Robu, Nicholas R. Jennings, Peter B. Key |
| 2014 | Metrics for Probabilistic Geometries. | Alessandra Tosi, Sren Hauberg, Alfredo Vellido, Neil D. Lawrence |
| 2014 | HELM: Highly Efficient Learning of Mixed copula networks. | Yaniv Tenzer, Gal Elidan |
| 2014 | Model Regularization for Stable Sample Rollouts. | Erik Talvitie |
| 2014 | Inference Complexity in Continuous Time Bayesian Networks. | Liessman Sturlaugson, John W. Sheppard |
| 2014 | A Spectral Algorithm for Learning Class-Based n-gram Models of Natural Language. | Karl Stratos, Do-kyum Kim, Michael Collins, Daniel J. Hsu |
| 2014 | A Hierarchical Switching Linear Dynamical System Applied to the Detection of Sepsis in Neonatal Condition Monitoring. | Ioan Stanculescu, Christopher K. I. Williams, Yvonne Freer |
| 2014 | First-Order Open-Universe POMDPs. | Siddharth Srivastava, Stuart Russell, Paul Ruan, Xiang Cheng |
| 2014 | Improved Densification of One Permutation Hashing. | Anshumali Shrivastava, Ping Li |
| 2014 | Correlated Compressive Sensing for Networked Data. | Tianlin Shi, Da Tang, Liwen Xu, Thomas Moscibroda |
| 2014 | SPPM: Sparse Privacy Preserving Mappings. | Salman Salamatian, Nadia Fawaz, Branislav Kveton, Nina Taft |
| 2014 | Bayesian Inference in Treewidth-Bounded Graphical Models Without Indegree Constraints. | Daniel J. Rosenkrantz, Madhav V. Marathe, Ravi Sundaram, Anil Vullikanti |