| 2011 | A Framework for Optimizing Paper Matching. Laurent Charlin, Richard S. Zemel, Craig Boutilier |
| 2011 | A Geometric Traversal Algorithm for Reward-Uncertain MDPs. Eunsoo Oh, Kee-Eung Kim |
| 2011 | A Logical Characterization of Constraint-Based Causal Discovery. Tom Claassen, Tom Heskes |
| 2011 | A Sequence of Relaxation Constraining Hidden Variable Models. Greg Ver Steeg, Aram Galstyan |
| 2011 | A Unifying Framework for Linearly Solvable Control. Krishnamurthy Dvijotham, Emanuel Todorov |
| 2011 | A temporally abstracted Viterbi algorithm. Shaunak Chatterjee, Stuart Russell |
| 2011 | Active Diagnosis via AUC Maximization: An Efficient Approach for Multiple Fault Identification in Large Scale, Noisy Networks. Gowtham Bellala, Jason Stanley, Clayton Scott, Suresh K. Bhavnani |
| 2011 | Active Learning for Developing Personalized Treatment. Kun Deng, Joelle Pineau, Susan A. Murphy |
| 2011 | Active Semi-Supervised Learning using Submodular Functions. Andrew Guillory, Jeff A. Bilmes |
| 2011 | Adjustment Criteria in Causal Diagrams: An Algorithmic Perspective. Johannes Textor, Maciej Liskiewicz |
| 2011 | An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models. Ilya Shpitser, Thomas S. Richardson, James M. Robins |
| 2011 | An Efficient Protocol for Negotiation over Combinatorial Domains with Incomplete Information. Minyi Li, Quoc Bao Vo, Ryszard Kowalczyk |
| 2011 | Approximation by Quantization. Vibhav Gogate, Pedro M. Domingos |
| 2011 | Asymptotic Efficiency of Deterministic Estimators for Discrete Energy-Based Models: Ratio Matching and Pseudolikelihood. Benjamin M. Marlin, Nando de Freitas |
| 2011 | Bayesian network learning with cutting planes. James Cussens |
| 2011 | Belief Propagation by Message Passing in Junction Trees: Computing Each Message Faster Using GPU Parallelization. Lu Zheng, Ole J. Mengshoel, Jike Chong |
| 2011 | Belief change with noisy sensing in the situation calculus. Jianbing Ma, Weiru Liu, Paul Miller |
| 2011 | Boosting as a Product of Experts. Narayanan Unny Edakunni, Gary Brown, Tim Kovacs |
| 2011 | Bregman divergence as general framework to estimate unnormalized statistical models. Michael Gutmann, Junichiro Hirayama |
| 2011 | Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs (Abstract). Alain Hauser, Peter Bühlmann |
| 2011 | Classification of Sets using Restricted Boltzmann Machines. Jérôme Louradour, Hugo Larochelle |
| 2011 | Compact Mathematical Programs For DEC-MDPs With Structured Agent Interactions. Hala Mostafa, Victor R. Lesser |
| 2011 | Compressed Inference for Probabilistic Sequential Models. Gungor Polatkan, Oncel Tuzel |
| 2011 | Conditional Restricted Boltzmann Machines for Structured Output Prediction. Volodymyr Mnih, Hugo Larochelle, Geoffrey E. Hinton |
| 2011 | Correction for Hidden Confounders in the Genetic Analysis of Gene Expression (Abstract). Jennifer Listgarten, Carl Myers Kadie, Eric E. Schadt, David Heckerman |
| 2011 | Deconvolution of mixing time series on a graph. Alexander W. Blocker, Edoardo M. Airoldi |
| 2011 | Detecting low-complexity unobserved causes. Dominik Janzing, Eleni Sgouritsa, Oliver Stegle, Jonas Peters, Bernhard Schölkopf |
| 2011 | Discovering causal structures in binary exclusive-or skew acyclic models. Takanori Inazumi, Takashi Washio, Shohei Shimizu, Joe Suzuki, Akihiro Yamamoto, Yoshinobu Kawahara |
| 2011 | Distributed Anytime MAP Inference. Joop van de Ven, Fabio Ramos |
| 2011 | Dynamic Mechanism Design for Markets with Strategic Resources. Swaprava Nath, Onno Zoeter, Yadati Narahari, Christopher R. Dance |
| 2011 | Dynamic consistency and decision making under vacuous belief. Phan Hong Giang |
| 2011 | EDML: A Method for Learning Parameters in Bayesian Networks. Arthur Choi, Khaled S. Refaat, Adnan Darwiche |
| 2011 | Efficient Inference in Markov Control Problems. Thomas Furmston, David Barber |
| 2011 | Efficient Optimal Learning for Contextual Bandits. Miroslav Dudík, Daniel J. Hsu, Satyen Kale, Nikos Karampatziakis, John Langford, Lev Reyzin, Tong Zhang |
| 2011 | Efficient Probabilistic Inference with Partial Ranking Queries. Jonathan Huang, Ashish Kapoor, Carlos Guestrin |
| 2011 | Ensembles of Kernel Predictors. Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh |
| 2011 | Extended Lifted Inference with Joint Formulas. Udi Apsel, Ronen I. Brafman |
| 2011 | Factored Filtering of Continuous-Time Systems. E. Busra Celikkaya, Christian R. Shelton, William Lam |
| 2011 | Fast MCMC sampling for Markov jump processes and continuous time Bayesian networks. Vinayak A. Rao, Yee Whye Teh |
| 2011 | Filtered Fictitious Play for Perturbed Observation Potential Games and Decentralised POMDPs. Archie C. Chapman, Simon Andrew Williamson, Nicholas R. Jennings |
| 2011 | Fractional Moments on Bandit Problems. Ananda Narayanan B., Balaraman Ravindran |
| 2011 | Generalised Wishart Processes. Andrew Gordon Wilson, Zoubin Ghahramani |
| 2011 | Generalized Fast Approximate Energy Minimization via Graph Cuts: a-Expansion b-Shrink Moves. Mark Schmidt, Karteek Alahari |
| 2011 | Generalized Fisher Score for Feature Selection. Quanquan Gu, Zhenhui Li, Jiawei Han |
| 2011 | Graph Cuts is a Max-Product Algorithm. Daniel Tarlow, Inmar E. Givoni, Richard S. Zemel, Brendan J. Frey |
| 2011 | Graphical Models for Bandit Problems. Kareem Amin, Michael J. Kearns, Umar Syed |
| 2011 | Hierarchical Affinity Propagation. Inmar E. Givoni, Clement Chung, Brendan J. Frey |
| 2011 | Hierarchical Maximum Margin Learning for Multi-Class Classification. Jian-Bo Yang, Ivor W. Tsang |
| 2011 | Identifiability of Causal Graphs using Functional Models. Jonas Peters, Joris M. Mooij, Dominik Janzing, Bernhard Schölkopf |
| 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 | Incentives in Group Decision-Making With Uncertainty and Subjective Beliefs. Ruggiero Cavallo |
| 2011 | Inference in Probabilistic Logic Programs using Weighted CNF's. Daan Fierens, Guy Van den Broeck, Ingo Thon, Bernd Gutmann, Luc De Raedt |
| 2011 | Iterated risk measures for risk-sensitive Markov decision processes with discounted cost. Takayuki Osogami |
| 2011 | Kernel-based Conditional Independence Test and Application in Causal Discovery. Kun Zhang, Jonas Peters, Dominik Janzing, Bernhard Schölkopf |
| 2011 | Learning Determinantal Point Processes. Alex Kulesza, Ben Taskar |
| 2011 | Learning high-dimensional DAGs with latent and selection variables (Abstract). Diego Colombo, Marloes H. Maathuis, Markus Kalisch, Thomas S. Richardson |
| 2011 | Learning is planning: near Bayes-optimal reinforcement learning via Monte-Carlo tree search. John Asmuth, Michael L. Littman |
| 2011 | Learning mixed graphical models from data with p larger than n. Inma Tur, Robert Castelo |
| 2011 | Learning with Missing Features. Afshin Rostamizadeh, Alekh Agarwal, Peter L. Bartlett |
| 2011 | Lipschitz Parametrization of Probabilistic Graphical Models. Jean Honorio |
| 2011 | Measuring the Hardness of Stochastic Sampling on Bayesian Networks with Deterministic Causalities: the k-Test. Haohai Yu, Robert van Engelen |
| 2011 | Message-Passing Algorithms for Quadratic Programming Formulations of MAP Estimation. Akshat Kumar, Shlomo Zilberstein |
| 2011 | Modeling Social Networks with Node Attributes using the Multiplicative Attribute Graph Model. Myunghwan Kim, Jure Leskovec |
| 2011 | Multidimensional counting grids: Inferring word order from disordered bags of words. Nebojsa Jojic, Alessandro Perina |
| 2011 | Near-Optimal Target Learning With Stochastic Binary Signals. Mithun Chakraborty, Sanmay Das, Malik Magdon-Ismail |
| 2011 | New Probabilistic Bounds on Eigenvalues and Eigenvectors of Random Kernel Matrices. Nima Reyhani, Hideitsu Hino, Ricardo Vigário |
| 2011 | Noisy Search with Comparative Feedback. Shiau Hong Lim, Peter Auer |
| 2011 | Noisy-OR Models with Latent Confounding. Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer |
| 2011 | Nonparametric Divergence Estimation with Applications to Machine Learning on Distributions. Barnabás Póczos, Liang Xiong, Jeff G. Schneider |
| 2011 | On the Complexity of Decision Making in Possibilistic Decision Trees. Hélène Fargier, Nahla Ben Amor, Wided Guezguez |
| 2011 | Online Importance Weight Aware Updates. Nikos Karampatziakis, John Langford |
| 2011 | Order-of-Magnitude Influence Diagrams. Radu Marinescu, Nic Wilson |
| 2011 | PAC-Bayesian Policy Evaluation for Reinforcement Learning. Mahdi Milani Fard, Joelle Pineau, Csaba Szepesvári |
| 2011 | Partial Order MCMC for Structure Discovery in Bayesian Networks. Teppo Niinimaki, Pekka Parviainen, Mikko Koivisto |
| 2011 | Pitman-Yor Diffusion Trees. David A. Knowles, Zoubin Ghahramani |
| 2011 | Planar Cycle Covering Graphs. Julian Yarkony, Alexander Ihler, Charless C. Fowlkes |
| 2011 | Portfolio Allocation for Bayesian Optimization. Matthew Hoffman, Eric Brochu, Nando de Freitas |
| 2011 | Price Updating in Combinatorial Prediction Markets with Bayesian Networks. David M. Pennock, Lirong Xia |
| 2011 | Probabilistic Theorem Proving. Vibhav Gogate, Pedro M. Domingos |
| 2011 | Rank/Norm Regularization with Closed-Form Solutions: Application to Subspace Clustering. Yaoliang Yu, Dale Schuurmans |
| 2011 | Reasoning about RoboCup Soccer Narratives. Hannaneh Hajishirzi, Julia Hockenmaier, Erik T. Mueller, Eyal Amir |
| 2011 | Reconstructing Pompeian Households. David M. Mimno |
| 2011 | Risk Bounds for Infinitely Divisible Distribution. Chao Zhang, Dacheng Tao |
| 2011 | Robust learning Bayesian networks for prior belief. Maomi Ueno |
| 2011 | Semi-supervised Learning with Density Based Distances. Avleen Singh Bijral, Nathan D. Ratliff, Nathan Srebro |
| 2011 | Sequential Inference for Latent Force Models. Jouni Hartikainen, Simo Särkkä |
| 2011 | Smoothing Multivariate Performance Measures. Xinhua Zhang, Ankan Saha, S. V. N. Vishwanathan |
| 2011 | Smoothing Proximal Gradient Method for General Structured Sparse Learning. Xi Chen, Qihang Lin, Seyoung Kim, Jaime G. Carbonell, Eric P. Xing |
| 2011 | Solving Cooperative Reliability Games. Yoram Bachrach, Reshef Meir, Michal Feldman, Moshe Tennenholtz |
| 2011 | Sparse Topical Coding. Jun Zhu, Eric P. Xing |
| 2011 | Sparse matrix-variate Gaussian process blockmodels for network modeling. Feng Yan, Zenglin Xu, Yuan (Alan) Qi |
| 2011 | Statistical Mechanics of Semi-Supervised Clustering in Sparse Graphs (Abstract). Greg Ver Steeg, Aram Galstyan, Armen E. Allahverdyan |
| 2011 | Strictly Proper Mechanisms with Cooperating Players. SangIn Chun, Ross D. Shachter |
| 2011 | Suboptimality Bounds for Stochastic Shortest Path Problems. Eric A. Hansen |
| 2011 | Sum-Product Networks: A New Deep Architecture. Hoifung Poon, Pedro M. Domingos |
| 2011 | Symbolic Dynamic Programming for Discrete and Continuous State MDPs. Scott Sanner, Karina Valdivia Delgado, Leliane Nunes de Barros |
| 2011 | Testing whether linear equations are causal: A free probability theory approach. Jakob Zscheischler, Dominik Janzing, Kun Zhang |
| 2011 | The Structure of Signals: Causal Interdependence Models for Games of Incomplete Information. Michael P. Wellman, Lu Hong, Scott E. Page |
| 2011 | Tightening MRF Relaxations with Planar Subproblems. Julian Yarkony, Ragib Morshed, Alexander Ihler, Charless C. Fowlkes |
| 2011 | UAI 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011 Fábio Gagliardi Cozman, Avi Pfeffer |
| 2011 | Variational Algorithms for Marginal MAP. Qiang Liu, Alexander Ihler |
| 2011 | What Cannot be Learned with Bethe Approximations. Uri Heinemann, Amir Globerson |