| 2011 | New Probabilistic Bounds on Eigenvalues and Eigenvectors of Random Kernel Matrices. | Nima Reyhani, Hideitsu Hino, Ricardo Vigrio |
| 2011 | Fast MCMC sampling for Markov jump processes and continuous time Bayesian networks. | Vinayak A. Rao, Yee Whye Teh |
| 2011 | Sum-Product Networks: A New Deep Architecture. | Hoifung Poon, Pedro M. Domingos |
| 2011 | Compressed Inference for Probabilistic Sequential Models. | Gungor Polatkan, Oncel Tuzel |
| 2011 | Nonparametric Divergence Estimation with Applications to Machine Learning on Distributions. | Barnabs Pczos, Liang Xiong, Jeff G. Schneider |
| 2011 | Identifiability of Causal Graphs using Functional Models. | Jonas Peters, Joris M. Mooij, Dominik Janzing, Bernhard Schlkopf |
| 2011 | Price Updating in Combinatorial Prediction Markets with Bayesian Networks. | David M. Pennock, Lirong Xia |
| 2011 | Iterated risk measures for risk-sensitive Markov decision processes with discounted cost. | Takayuki Osogami |
| 2011 | A Geometric Traversal Algorithm for Reward-Uncertain MDPs. | Eunsoo Oh, Kee-Eung Kim |
| 2011 | Partial Order MCMC for Structure Discovery in Bayesian Networks. | Teppo Niinimaki, Pekka Parviainen, Mikko Koivisto |
| 2011 | Dynamic Mechanism Design for Markets with Strategic Resources. | Swaprava Nath, Onno Zoeter, Yadati Narahari, Christopher R. Dance |
| 2011 | Compact Mathematical Programs For DEC-MDPs With Structured Agent Interactions. | Hala Mostafa, Victor R. Lesser |
| 2011 | Conditional Restricted Boltzmann Machines for Structured Output Prediction. | Volodymyr Mnih, Hugo Larochelle, Geoffrey E. Hinton |
| 2011 | Reconstructing Pompeian Households. | David M. Mimno |
| 2011 | Asymptotic Efficiency of Deterministic Estimators for Discrete Energy-Based Models: Ratio Matching and Pseudolikelihood. | Benjamin M. Marlin, Nando de Freitas |
| 2011 | Order-of-Magnitude Influence Diagrams. | Radu Marinescu, Nic Wilson |
| 2011 | Improving the Scalability of Optimal Bayesian Network Learning with External-Memory Frontier Breadth-First Branch and Bound Search. | Brandon M. Malone, Changhe Yuan, Eric A. Hansen, Susan Bridges |
| 2011 | Belief change with noisy sensing in the situation calculus. | Jianbing Ma, Weiru Liu, Paul Miller |
| 2011 | Classification of Sets using Restricted Boltzmann Machines. | Jrme Louradour, Hugo Larochelle |
| 2011 | An Efficient Protocol for Negotiation over Combinatorial Domains with Incomplete Information. | Minyi Li, Quoc Bao Vo, Ryszard Kowalczyk |
| 2011 | Variational Algorithms for Marginal MAP. | Qiang Liu, Alexander Ihler |
| 2011 | Correction for Hidden Confounders in the Genetic Analysis of Gene Expression (Abstract). | Jennifer Listgarten, Carl Myers Kadie, Eric E. Schadt, David Heckerman |
| 2011 | Noisy Search with Comparative Feedback. | Shiau Hong Lim, Peter Auer |
| 2011 | Message-Passing Algorithms for Quadratic Programming Formulations of MAP Estimation. | Akshat Kumar, Shlomo Zilberstein |
| 2011 | Learning Determinantal Point Processes. | Alex Kulesza, Ben Taskar |