| 2011 | Testing whether linear equations are causal: A free probability theory approach. | Jakob Zscheischler, Dominik Janzing, Kun Zhang |
| 2011 | Sparse Topical Coding. | Jun Zhu, Eric P. Xing |
| 2011 | Belief Propagation by Message Passing in Junction Trees: Computing Each Message Faster Using GPU Parallelization. | Lu Zheng, Ole J. Mengshoel, Jike Chong |
| 2011 | Risk Bounds for Infinitely Divisible Distribution. | Chao Zhang, Dacheng Tao |
| 2011 | Smoothing Multivariate Performance Measures. | Xinhua Zhang, Ankan Saha, S. V. N. Vishwanathan |
| 2011 | Kernel-based Conditional Independence Test and Application in Causal Discovery. | Kun Zhang, Jonas Peters, Dominik Janzing, Bernhard Schlkopf |
| 2011 | Rank/Norm Regularization with Closed-Form Solutions: Application to Subspace Clustering. | Yaoliang Yu, Dale Schuurmans |
| 2011 | Measuring the Hardness of Stochastic Sampling on Bayesian Networks with Deterministic Causalities: the k-Test. | Haohai Yu, Robert van Engelen |
| 2011 | Tightening MRF Relaxations with Planar Subproblems. | Julian Yarkony, Ragib Morshed, Alexander Ihler, Charless C. Fowlkes |
| 2011 | Planar Cycle Covering Graphs. | Julian Yarkony, Alexander Ihler, Charless C. Fowlkes |
| 2011 | Sparse matrix-variate Gaussian process blockmodels for network modeling. | Feng Yan, Zenglin Xu, Yuan (Alan) Qi |
| 2011 | Hierarchical Maximum Margin Learning for Multi-Class Classification. | Jian-Bo Yang, Ivor W. Tsang |
| 2011 | Generalised Wishart Processes. | Andrew Gordon Wilson, Zoubin Ghahramani |
| 2011 | The Structure of Signals: Causal Interdependence Models for Games of Incomplete Information. | Michael P. Wellman, Lu Hong, Scott E. Page |
| 2011 | Distributed Anytime MAP Inference. | Joop van de Ven, Fabio Ramos |
| 2011 | Robust learning Bayesian networks for prior belief. | Maomi Ueno |
| 2011 | Learning mixed graphical models from data with p larger than n. | Inma Tur, Robert Castelo |
| 2011 | Adjustment Criteria in Causal Diagrams: An Algorithmic Perspective. | Johannes Textor, Maciej Liskiewicz |
| 2011 | Graph Cuts is a Max-Product Algorithm. | Daniel Tarlow, Inmar E. Givoni, Richard S. Zemel, Brendan J. Frey |
| 2011 | Statistical Mechanics of Semi-Supervised Clustering in Sparse Graphs (Abstract). | Greg Ver Steeg, Aram Galstyan, Armen E. Allahverdyan |
| 2011 | A Sequence of Relaxation Constraining Hidden Variable Models. | Greg Ver Steeg, Aram Galstyan |
| 2011 | An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models. | Ilya Shpitser, Thomas S. Richardson, James M. Robins |
| 2011 | Generalized Fast Approximate Energy Minimization via Graph Cuts: a-Expansion b-Shrink Moves. | Mark Schmidt, Karteek Alahari |
| 2011 | Symbolic Dynamic Programming for Discrete and Continuous State MDPs. | Scott Sanner, Karina Valdivia Delgado, Leliane Nunes de Barros |
| 2011 | Learning with Missing Features. | Afshin Rostamizadeh, Alekh Agarwal, Peter L. Bartlett |