| 2007 | A Characterization of Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables. Jiji Zhang |
| 2007 | A Criterion for Parameter Identification in Structural Equation Models. Jin Tian |
| 2007 | A Tractable Approach to Finding Closest Truncated-commute-time Neighbors in Large Graphs. Purnamrita Sarkar, Andrew W. Moore |
| 2007 | A Utility Framework for Bounded-Loss Market Makers. Yiling Chen, David M. Pennock |
| 2007 | A new parameter Learning Method for Bayesian Networks with Qualitative Influences. Ad Feelders |
| 2007 | AND/OR Multi-Valued Decision Diagrams (AOMDDs) for Weighted Graphical Models. Robert Mateescu, Rina Dechter |
| 2007 | Accuracy Bounds for Belief Propagation. Alexander Ihler |
| 2007 | Analysis of Semi-Supervised Learning with the Yarowsky Algorithm. Gholamreza Haffari, Anoop Sarkar |
| 2007 | Apprenticeship Learning using Inverse Reinforcement Learning and Gradient Methods. Gergely Neu, Csaba Szepesvári |
| 2007 | Bandit Algorithms for Tree Search. Pierre-Arnaud Coquelin, Rémi Munos |
| 2007 | Bayesian Active Distance Metric Learning. Liu Yang, Rong Jin, Rahul Sukthankar |
| 2007 | Bayesian structure learning using dynamic programming and MCMC. Daniel Eaton, Kevin P. Murphy |
| 2007 | Best-First AND/OR Search for Most Probable Explanations. Radu Marinescu, Rina Dechter |
| 2007 | Causal Bounds and Instruments. Roland Ramsahai |
| 2007 | Causal Reasoning in Graphical Time Series Models. Michael Eichler, Vanessa Didelez |
| 2007 | Collaborative Filtering and the Missing at Random Assumption. Benjamin M. Marlin, Richard S. Zemel, Sam T. Roweis, Malcolm Slaney |
| 2007 | Consensus ranking under the exponential model. Marina Meila, Kapil Phadnis, Arthur Patterson, Jeff A. Bilmes |
| 2007 | Constrained Automated Mechanism Design for Infinite Games of Incomplete Information. Yevgeniy Vorobeychik, Daniel M. Reeves, Michael P. Wellman |
| 2007 | Convergent Propagation Algorithms via Oriented Trees. Amir Globerson, Tommi S. Jaakkola |
| 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 | Discovering Patterns in Biological Sequences by Optimal Segmentation. Joseph Bockhorst, Nebojsa Jojic |
| 2007 | Evaluating influence diagrams with decision circuits. Debarun Bhattacharjya, Ross D. Shachter |
| 2007 | Evaluation of the Causal Effect of Control Plans in Nonrecursive Structural Equation Models. Manabu Kuroki, Zhihong Cai |
| 2007 | Fast Nonparametric Conditional Density Estimation. Michael P. Holmes, Alexander G. Gray, Charles L. Isbell Jr. |
| 2007 | Generalized Polya Urn for Time-varying Dirichlet Process Mixtures. Francois Caron, Manuel Davy, Arnaud Doucet |
| 2007 | Imitation Learning with a Value-Based Prior. Umar Syed, Robert E. Schapire |
| 2007 | Importance Sampling via Variational Optimization. Ydo Wexler, Dan Geiger |
| 2007 | Improved Dynamic Schedules for Belief Propagation. Charles Sutton, Andrew McCallum |
| 2007 | Improved Memory-Bounded Dynamic Programming for Decentralized POMDPs. Sven Seuken, Shlomo Zilberstein |
| 2007 | Large-Flip Importance Sampling. Firas Hamze, Nando de Freitas |
| 2007 | Learning Bayesian Network Structure from Correlation-Immune Data. Eric Lantz, Soumya Ray, David Page |
| 2007 | Learning Probabilistic Relational Dynamics for Multiple Tasks. Ashwin Deshpande, Brian Milch, Luke S. Zettlemoyer, Leslie Pack Kaelbling |
| 2007 | Learning Selectively Conditioned Forest Structures with Applications to DBNs and Classification. Brian D. Ziebart, Anind K. Dey, James A. Bagnell |
| 2007 | MAP Estimation, Linear Programming and Belief Propagation with Convex Free Energies. Yair Weiss, Chen Yanover, Talya Meltzer |
| 2007 | Making life better one large system at a time: Challenges for UAI research. Moisés Goldszmidt |
| 2007 | Markov Logic in Infinite Domains. Parag Singla, Pedro M. Domingos |
| 2007 | Minimax regret based elicitation of generalized additive utilities. Darius Braziunas, Craig Boutilier |
| 2007 | Mixture-of-Parents Maximum Entropy Markov Models. David S. Rosenberg, Dan Klein, Ben Taskar |
| 2007 | More-or-Less CP-Networks. Fusun Yaman, Marie desJardins |
| 2007 | Node Splitting: A Scheme for Generating Upper Bounds in Bayesian Networks. Arthur Choi, Mark Chavira, Adnan Darwiche |
| 2007 | Nonparametric Bayes Pachinko Allocation. Wei Li, David M. Blei, Andrew McCallum |
| 2007 | On Discarding, Caching, and Recalling Samples in Active Learning. Ashish Kapoor, Eric Horvitz |
| 2007 | On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter. Tomi Silander, Petri Kontkanen, Petri Myllymäki |
| 2007 | Optimizing Memory-Bounded Controllers for Decentralized POMDPs. Christopher Amato, Daniel S. Bernstein, Shlomo Zilberstein |
| 2007 | Policy Iteration for Relational MDPs. Chenggang Wang, Roni Khardon |
| 2007 | Polynomial Constraints in Causal Bayesian Networks. Changsung Kang, Jin Tian |
| 2007 | Probabilistic Models for Anomaly Detection in Remote Sensor Data Streams. Ethan W. Dereszynski, Thomas G. Dietterich |
| 2007 | Ranking Under Uncertainty. Or Zuk, Liat Ein-Dor, Eytan Domany |
| 2007 | Reachability Under Uncertainty. Allen Chang, Eyal Amir |
| 2007 | Reading Dependencies from Polytree-Like Bayesian Networks. José M. Peña |
| 2007 | Reasoning at the Right Time Granularity. Suchi Saria, Uri Nodelman, Daphne Koller |
| 2007 | Search for Choquet-optimal paths under uncertainty. Lucie Galand, Patrice Perny |
| 2007 | Shift-Invariance Sparse Coding for Audio Classification. Roger B. Grosse, Rajat Raina, Helen Kwong, Andrew Y. Ng |
| 2007 | Statistical Mechanics of Biological Networks. Marco Ramoni |
| 2007 | Statistical Translation, Heat Kernels and Expected Distances. Joshua V. Dillon, Yi Mao, Guy Lebanon, Jian Zhang |
| 2007 | Studies in Lower Bounding Probabilities of Evidence using the Markov Inequality. Vibhav Gogate, Bozhena Bidyuk, Rina Dechter |
| 2007 | Survey Propagation Revisited. Lukas Kroc, Ashish Sabharwal, Bart Selman |
| 2007 | Template Based Inference in Symmetric Relational Markov Random Fields. Ariel Jaimovich, Ofer Meshi, Nir Friedman |
| 2007 | UAI 2007, Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence, Vancouver, BC, Canada, July 19-22, 2007 Ronald Parr, Linda C. van der Gaag |
| 2007 | What Counterfactuals Can Be Tested. Ilya Shpitser, Judea Pearl |