| 2007 | Consensus ranking under the exponential model. | Marina Meila, Kapil Phadnis, Arthur Patterson, Jeff A. Bilmes |
| 2007 | AND/OR Multi-Valued Decision Diagrams (AOMDDs) for Weighted Graphical Models. | Robert Mateescu, Rina Dechter |
| 2007 | Collaborative Filtering and the Missing at Random Assumption. | Benjamin M. Marlin, Richard S. Zemel, Sam T. Roweis, Malcolm Slaney |
| 2007 | Best-First AND/OR Search for Most Probable Explanations. | Radu Marinescu, Rina Dechter |
| 2007 | Aggregating Across Multiple Levels of Granularity to Meet Customer and Organizational Query Requirements. | Suzanne M. Mahoney |
| 2007 | Determining the Number of Non-Spurious Arcs in a Learned DAG Model: Investigation of a Bayesian and a Frequentist Approach. | Jennifer Listgarten, David Heckerman |
| 2007 | Nonparametric Bayes Pachinko Allocation. | Wei Li, David M. Blei, Andrew McCallum |
| 2007 | Envisioning Uncertainty in Geospatial Information. | Kathryn B. Laskey, Ed Wright, Paulo Cesar G. da Costa |
| 2007 | Learning Bayesian Network Structure from Correlation-Immune Data. | Eric Lantz, Soumya Ray, David Page |
| 2007 | Evaluation of the Causal Effect of Control Plans in Nonrecursive Structural Equation Models. | Manabu Kuroki, Zhihong Cai |
| 2007 | Survey Propagation Revisited. | Lukas Kroc, Ashish Sabharwal, Bart Selman |
| 2007 | A Tool that Uses Human Factors to Simplify Model Building and Facilitate More Accurate Strategic Decisions. | Oscar Kipersztok |
| 2007 | On Discarding, Caching, and Recalling Samples in Active Learning. | Ashish Kapoor, Eric Horvitz |
| 2007 | Polynomial Constraints in Causal Bayesian Networks. | Changsung Kang, Jin Tian |
| 2007 | Template Based Inference in Symmetric Relational Markov Random Fields. | Ariel Jaimovich, Ofer Meshi, Nir Friedman |
| 2007 | Accuracy Bounds for Belief Propagation. | Alexander Ihler |
| 2007 | Fast Nonparametric Conditional Density Estimation. | Michael P. Holmes, Alexander G. Gray, Charles L. Isbell Jr. |
| 2007 | Large-Flip Importance Sampling. | Firas Hamze, Nando de Freitas |
| 2007 | Analysis of Semi-Supervised Learning with the Yarowsky Algorithm. | Gholamreza Haffari, Anoop Sarkar |
| 2007 | Shift-Invariance Sparse Coding for Audio Classification. | Roger B. Grosse, Rajat Raina, Helen Kwong, Andrew Y. Ng |
| 2007 | Making life better one large system at a time: Challenges for UAI research. | Moiss Goldszmidt |
| 2007 | Studies in Lower Bounding Probabilities of Evidence using the Markov Inequality. | Vibhav Gogate, Bozhena Bidyuk, Rina Dechter |
| 2007 | Convergent Propagation Algorithms via Oriented Trees. | Amir Globerson, Tommi S. Jaakkola |
| 2007 | Search for Choquet-optimal paths under uncertainty. | Lucie Galand, Patrice Perny |
| 2007 | A new parameter Learning Method for Bayesian Networks with Qualitative Influences. | Ad Feelders |