| 2013 | Modeling Documents with Deep Boltzmann Machines. | Nitish Srivastava, Ruslan Salakhutdinov, Geoffrey E. Hinton |
| 2013 | Calculation of Entailed Rank Constraints in Partially Non-Linear and Cyclic Models. | Peter Spirtes |
| 2013 | Preference Elicitation For General Random Utility Models. | Hossein Azari Soufiani, David C. Parkes, Lirong Xia |
| 2013 | Scalable Matrix-valued Kernel Learning for High-dimensional Nonlinear Multivariate Regression and Granger Causality. | Vikas Sindhwani, Ha Quang Minh, Aurlie C. Lozano |
| 2013 | Sparse Nested Markov models with Log-linear Parameters. | Ilya Shpitser, Robin J. Evans, Thomas S. Richardson, James M. Robins |
| 2013 | Determinantal Clustering Processes - A Nonparametric Bayesian Approach to Kernel Based Semi-Supervised Clustering. | Amar Shah, Zoubin Ghahramani |
| 2013 | Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders. | Eleni Sgouritsa, Dominik Janzing, Jonas Peters, Bernhard Schlkopf |
| 2013 | Beyond Log-Supermodularity: Lower Bounds and the Bethe Partition Function. | Nicholas Ruozzi |
| 2013 | Normalized Online Learning. | Stphane Ross, Paul Mineiro, John Langford |
| 2013 | Transforming Personal Artifacts into Probabilistic Narratives. | Setareh Rafatirad, Kathryn B. Laskey |
| 2013 | The Supervised IBP: Neighbourhood Preserving Infinite Latent Feature Models. | Novi Quadrianto, Viktoriia Sharmanska, David A. Knowles, Zoubin Ghahramani |
| 2013 | Solution Methods for Constrained Markov Decision Process with Continuous Probability Modulation. | Marek Petrik, Dharmashankar Subramanian, Janusz Marecki |
| 2013 | Approximation of Lorenz-Optimal Solutions in Multiobjective Markov Decision Processes. | Patrice Perny, Paul Weng, Judy Goldsmith, Josiah Hanna |
| 2013 | Evaluating computational models of explanation using human judgments. | Michael Pacer, Joseph Jay Williams, Xi Chen, Tania Lombrozo, Thomas L. Griffiths |
| 2013 | Pay or Play. | Sigal Oren, Michael Schapira, Moshe Tennenholtz |
| 2013 | Stochastic Rank Aggregation. | Shuzi Niu, Yanyan Lan, Jiafeng Guo, Xueqi Cheng |
| 2013 | Treedy: A Heuristic for Counting and Sampling Subsets. | Teppo Niinimaki, Mikko Koivisto |
| 2013 | Structured Convex Optimization under Submodular Constraints. | Kiyohito Nagano, Yoshinobu Kawahara |
| 2013 | One-Class Support Measure Machines for Group Anomaly Detection. | Krikamol Muandet, Bernhard Schlkopf |
| 2013 | Product Trees for Gaussian Process Covariance in Sublinear Time. | David A. Moore, Stuart Russell |
| 2013 | From Ordinary Differential Equations to Structural Causal Models: the deterministic case. | Joris M. Mooij, Dominik Janzing, Bernhard Schlkopf |
| 2013 | Cyclic Causal Discovery from Continuous Equilibrium Data. | Joris M. Mooij, Tom Heskes |
| 2013 | Tighter Linear Program Relaxations for High Order Graphical Models. | Elad Mezuman, Daniel Tarlow, Amir Globerson, Yair Weiss |
| 2013 | Learning Max-Margin Tree Predictors. | Ofer Meshi, Elad Eban, Gal Elidan, Amir Globerson |
| 2013 | Learning Periodic Human Behaviour Models from Sparse Data for Crowdsourcing Aid Delivery in Developing Countries. | James McInerney, Alex Rogers, Nicholas R. Jennings |