| 2010 | On the Validity of Covariate Adjustment for Estimating Causal Effects. | Ilya Shpitser, Tyler J. VanderWeele, James M. Robins |
| 2010 | Maximizing the Spread of Cascades Using Network Design. | Daniel Sheldon, Bistra Dilkina, Adam N. Elmachtoub, Ryan Finseth, Ashish Sabharwal, Jon Conrad, Carla P. Gomes, David B. Shmoys, William Allen, Ole Amundsen, William Vaughan |
| 2010 | Dynamic programming in in uence diagrams with decision circuits. | Ross D. Shachter, Debarun Bhattacharjya |
| 2010 | Exact and Approximate Inference in Associative Hierarchical Networks using Graph Cuts. | Chris Russell, Lubor Ladicky, Pushmeet Kohli, Philip H. S. Torr |
| 2010 | Convergent and Correct Message Passing Schemes for Optimization Problems over Graphical Models. | Nicholas Ruozzi, Sekhar Tatikonda |
| 2010 | Inference by Minimizing Size, Divergence, or their Sum. | Sebastian Riedel, David A. Smith, Andrew McCallum |
| 2010 | Irregular-Time Bayesian Networks. | Michael Ramati, Yuval Shahar |
| 2010 | Understanding Sampling Style Adversarial Search Methods. | Raghuram Ramanujan, Ashish Sabharwal, Bart Selman |
| 2010 | Characterizing the Set of Coherent Lower Previsions with a Finite Number of Constraints or Vertices. | Erik Quaeghebeur |
| 2010 | Merging Knowledge Bases in Possibilistic Logic by Lexicographic Aggregation. | Guilin Qi, Jianfeng Du, Weiru Liu, David A. Bell |
| 2010 | Sparse-posterior Gaussian Processes for general likelihoods. | Yuan (Alan) Qi, Ahmed H. Abdel-Gawad, Thomas P. Minka |
| 2010 | A Family of Computationally E cient and Simple Estimators for Unnormalized Statistical Models. | Miika Pihlaja, Michael Gutmann, Aapo Hyvrinen |
| 2010 | Confounding Equivalence in Causal Inference. | Judea Pearl, Azaria Paz |
| 2010 | On Measurement Bias in Causal Inference. | Judea Pearl |
| 2010 | On a Class of Bias-Amplifying Variables that Endanger Effect Estimates. | Judea Pearl |
| 2010 | The Cost of Troubleshooting Cost Clusters with Inside Information. | Thorsten J. Ottosen, Finn Verner Jensen |
| 2010 | Algorithms and Complexity Results for Exact Bayesian Structure Learning. | Sebastian Ordyniak, Stefan Szeider |
| 2010 | Comparative Analysis of Probabilistic Models for Activity Recognition with an Instrumented Walker. | Farheen Omar, Mathieu Sinn, Jakub Truszkowski, Pascal Poupart, James Yungjen Tung, Allen Caine |
| 2010 | A Delayed Column Generation Strategy for Exact k-Bounded MAP Inference in Markov Logic Networks. | Mathias Niepert |
| 2010 | Parametric Return Density Estimation for Reinforcement Learning. | Tetsuro Morimura, Masashi Sugiyama, Hisashi Kashima, Hirotaka Hachiya, Toshiyuki Tanaka |
| 2010 | Dirichlet Process Mixtures of Generalized Mallows Models. | Marina Meila, Harr Chen |
| 2010 | Parameter-Free Spectral Kernel Learning. | Qi Mao, Ivor W. Tsang |
| 2010 | GraphLab: A New Framework For Parallel Machine Learning. | Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein |
| 2010 | Negative Tree Reweighted Belief Propagation. | Qiang Liu, Alexander Ihler |
| 2010 | Solving Hybrid Influence Diagrams with Deterministic Variables. | Yijing Li, Prakash P. Shenoy |