| 2012 | A Spectral Algorithm for Latent Junction Trees. | Ankur P. Parikh, Le Song, Mariya Ishteva, Gabi Teodoru, Eric P. Xing |
| 2012 | Conjoint Modeling of Temporal Dependencies in Event Streams. | Ankur Parikh, Asela Gunawardana, Christopher Meek |
| 2012 | Integrated Nested Laplace Approximation for Bayesian Nonparametric Phylodynamics. | Julia A. Palacios, Vladimir N. Minin |
| 2012 | A Case Study in Complexity Estimation: Towards Parallel Branch-and-Bound over Graphical Models. | Lars Otten, Rina Dechter |
| 2012 | Exploiting Structure in Cooperative Bayesian Games. | Frans A. Oliehoek, Shimon Whiteson, Matthijs T. J. Spaan |
| 2012 | Hilbert Space Embeddings of POMDPs. | Yu Nishiyama, Abdeslam Boularias, Arthur Gretton, Kenji Fukumizu |
| 2012 | Local Structure Discovery in Bayesian Networks. | Teppo Niinimaki, Pekka Parviainen |
| 2012 | Markov Chains on Orbits of Permutation Groups. | Mathias Niepert |
| 2012 | A State-Transition DBN for Management of Willows in an American Heritage River Catchment. | Ann E. Nicholson, Yung En Chee, Pedro Quintana-Ascencio |
| 2012 | Learning STRIPS Operators from Noisy and Incomplete Observations. | Kira Mouro, Luke Zettlemoyer, Ronald P. A. Petrick, Mark Steedman |
| 2012 | Reactive Bayesian Network Computation using Feedback Control: An Empirical Study. | Ole J. Mengshoel, Abe Ishihara, Erik Reed |
| 2012 | The Complexity of Approximately Solving Influence Diagrams. | Denis Deratani Mau, Cassio Polpo de Campos, Marco Zaffalon |
| 2012 | Hokusai - Sketching Streams in Real Time. | Sergiy Matusevych, Alexander J. Smola, Amr Ahmed |
| 2012 | Unsupervised Joint Alignment and Clustering using Bayesian Nonparametrics. | Marwan A. Mattar, Allen R. Hanson, Erik G. Learned-Miller |
| 2012 | Multi-objective Influence Diagrams. | Radu Marinescu, Abdul Razak, Nic Wilson |
| 2012 | Sparse Q-learning with Mirror Descent. | Sridhar Mahadevan, Bo Liu |
| 2012 | Bayesian Vote Manipulation: Optimal Strategies and Impact on Welfare. | Tyler Lu, Pingzhong Tang, Ariel D. Procaccia, Craig Boutilier |
| 2012 | Heuristic Ranking in Tightly Coupled Probabilistic Description Logics. | Thomas Lukasiewicz, Maria Vanina Martinez, Giorgio Orsi, Gerardo I. Simari |
| 2012 | Closed-Form Learning of Markov Networks from Dependency Networks. | Daniel Lowd |
| 2012 | Nested Dictionary Learning for Hierarchical Organization of Imagery and Text. | Lingbo Li, XianXing Zhang, Mingyuan Zhou, Lawrence Carin |
| 2012 | Graphical-model Based Multiple Testing under Dependence, with Applications to Genome-wide Association Studies. | Jie Liu, Chunming Zhang, Catherine A. McCarty, Peggy L. Peissig, Elizabeth S. Burnside, David Page |
| 2012 | Belief Propagation for Structured Decision Making. | Qiang Liu, Alexander Ihler |
| 2012 | Crowdsourcing Control: Moving Beyond Multiple Choice. | Christopher H. Lin, Mausam, Daniel S. Weld |
| 2012 | Response Aware Model-Based Collaborative Filtering. | Guang Ling, Haiqin Yang, Michael R. Lyu, Irwin King |
| 2012 | Learning Mixtures of Submodular Shells with Application to Document Summarization. | Hui Lin, Jeff A. Bilmes |