| 2010 | Approximating Higher-Order Distances Using Random Projections. | Ping Li, Michael W. Mahoney, Yiyuan She |
| 2010 | Robust LogitBoost and Adaptive Base Class (ABC) LogitBoost. | Ping Li |
| 2010 | Anytime Planning for Decentralized POMDPs using Expectation Maximization. | Akshat Kumar, Shlomo Zilberstein |
| 2010 | Bayesian exponential family projections for coupled data sources. | Arto Klami, Seppo Virtanen, Samuel Kaski |
| 2010 | Causal Conclusions that Flip Repeatedly and Their Justification. | Kevin T. Kelly, Conor Mayo-Wilson |
| 2010 | BEEM : Bucket Elimination with External Memory. | Kalev Kask, Rina Dechter, Andrew Gelfand |
| 2010 | Combining Spatial and Telemetric Features for Learning Animal Movement Models. | Berk Kapicioglu, Robert E. Schapire, Martin Wikelski, Tamara Broderick |
| 2010 | The Hierarchical Dirichlet Process Hidden Semi-Markov Model. | Matthew J. Johnson, Alan S. Willsky |
| 2010 | Robust Metric Learning by Smooth Optimization. | Kaizhu Huang, Rong Jin, Zenglin Xu, Cheng-Lin Liu |
| 2010 | Intracluster Moves for Constrained Discrete-Space MCMC. | Firas Hamze, Nando de Freitas |
| 2010 | MDPs with Unawareness. | Joseph Y. Halpern, Nan Rong, Ashutosh Saxena |
| 2010 | Regularized Maximum Likelihood for Intrinsic Dimension Estimation. | Mithun Das Gupta, Thomas S. Huang |
| 2010 | Formula-Based Probabilistic Inference. | Vibhav Gogate, Pedro M. Domingos |
| 2010 | Real-Time Scheduling via Reinforcement Learning. | Robert Glaubius, Terry Tidwell, Christopher D. Gill, William D. Smart |
| 2010 | Identifying Causal Effects with Computer Algebra. | Luis Garcia, Sarah Spielvogel, Seth Sullivant |
| 2010 | Learning Game Representations from Data Using Rationality Constraints. | Xi Alice Gao, Avi Pfeffer |
| 2010 | Maximum likelihood fitting of acyclic directed mixed graphs to binary data. | Robin J. Evans, Thomas S. Richardson |
| 2010 | Playing games against nature: optimal policies for renewable resource allocation. | Stefano Ermon, Jon Conrad, Carla P. Gomes, Bart Selman |
| 2010 | A Scalable Method for Solving High-Dimensional Continuous POMDPs Using Local Approximation. | Tom Erez, William D. Smart |
| 2010 | Inference-less Density Estimation using Copula Bayesian Networks. | Gal Elidan |
| 2010 | Inferring deterministic causal relations. | Povilas Daniusis, Dominik Janzing, Joris M. Mooij, Jakob Zscheischler, Bastian Steudel, Kun Zhang, Bernhard Schlkopf |
| 2010 | Automated Planning in Repeated Adversarial Games. | Enrique Munoz de Cote, Archie C. Chapman, Adam M. Sykulski, Nicholas R. Jennings |
| 2010 | Distribution over Beliefs for Memory Bounded Dec-POMDP Planning. | Gabriel Corona, Franois Charpillet |
| 2010 | Lifted Inference for Relational Continuous Models. | Jaesik Choi, Eyal Amir, David J. Hill |
| 2010 | Prediction with Advice of Unknown Number of Experts. | Alexey V. Chernov, Vladimir Vovk |