| 2011 | Pitman-Yor Diffusion Trees. | David A. Knowles, Zoubin Ghahramani |
| 2011 | Modeling Social Networks with Node Attributes using the Multiplicative Attribute Graph Model. | Myunghwan Kim, Jure Leskovec |
| 2011 | Online Importance Weight Aware Updates. | Nikos Karampatziakis, John Langford |
| 2011 | Multidimensional counting grids: Inferring word order from disordered bags of words. | Nebojsa Jojic, Alessandro Perina |
| 2011 | Detecting low-complexity unobserved causes. | Dominik Janzing, Eleni Sgouritsa, Oliver Stegle, Jonas Peters, Bernhard Schlkopf |
| 2011 | Discovering causal structures in binary exclusive-or skew acyclic models. | Takanori Inazumi, Takashi Washio, Shohei Shimizu, Joe Suzuki, Akihiro Yamamoto, Yoshinobu Kawahara |
| 2011 | Noisy-OR Models with Latent Confounding. | Antti Hyttinen, Frederick Eberhardt, Patrik O. Hoyer |
| 2011 | Efficient Probabilistic Inference with Partial Ranking Queries. | Jonathan Huang, Ashish Kapoor, Carlos Guestrin |
| 2011 | Lipschitz Parametrization of Probabilistic Graphical Models. | Jean Honorio |
| 2011 | Portfolio Allocation for Bayesian Optimization. | Matthew Hoffman, Eric Brochu, Nando de Freitas |
| 2011 | What Cannot be Learned with Bethe Approximations. | Uri Heinemann, Amir Globerson |
| 2011 | Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs (Abstract). | Alain Hauser, Peter Bhlmann |
| 2011 | Sequential Inference for Latent Force Models. | Jouni Hartikainen, Simo Srkk |
| 2011 | Suboptimality Bounds for Stochastic Shortest Path Problems. | Eric A. Hansen |
| 2011 | Reasoning about RoboCup Soccer Narratives. | Hannaneh Hajishirzi, Julia Hockenmaier, Erik T. Mueller, Eyal Amir |
| 2011 | Bregman divergence as general framework to estimate unnormalized statistical models. | Michael Gutmann, Junichiro Hirayama |
| 2011 | Generalized Fisher Score for Feature Selection. | Quanquan Gu, Zhenhui Li, Jiawei Han |
| 2011 | Active Semi-Supervised Learning using Submodular Functions. | Andrew Guillory, Jeff A. Bilmes |
| 2011 | Probabilistic Theorem Proving. | Vibhav Gogate, Pedro M. Domingos |
| 2011 | Approximation by Quantization. | Vibhav Gogate, Pedro M. Domingos |
| 2011 | Hierarchical Affinity Propagation. | Inmar E. Givoni, Clement Chung, Brendan J. Frey |
| 2011 | Dynamic consistency and decision making under vacuous belief. | Phan Hong Giang |
| 2011 | Efficient Inference in Markov Control Problems. | Thomas Furmston, David Barber |
| 2011 | Inference in Probabilistic Logic Programs using Weighted CNF's. | Daan Fierens, Guy Van den Broeck, Ingo Thon, Bernd Gutmann, Luc De Raedt |
| 2011 | On the Complexity of Decision Making in Possibilistic Decision Trees. | Hlne Fargier, Nahla Ben Amor, Wided Guezguez |