| 2007 | Bayesian Active Distance Metric Learning. | Liu Yang, Rong Jin, Rahul Sukthankar |
| 2007 | More-or-Less CP-Networks. | Fusun Yaman, Marie desJardins |
| 2007 | Importance Sampling via Variational Optimization. | Ydo Wexler, Dan Geiger |
| 2007 | MAP Estimation, Linear Programming and Belief Propagation with Convex Free Energies. | Yair Weiss, Chen Yanover, Talya Meltzer |
| 2007 | Policy Iteration for Relational MDPs. | Chenggang Wang, Roni Khardon |
| 2007 | Constrained Automated Mechanism Design for Infinite Games of Incomplete Information. | Yevgeniy Vorobeychik, Daniel M. Reeves, Michael P. Wellman |
| 2007 | Credibility Models. | Charles Twardy, Ed Wright, Stephen Canon, Masami Takikawa |
| 2007 | A Criterion for Parameter Identification in Structural Equation Models. | Jin Tian |
| 2007 | Library-style Ontologies to Support Varying Model Views. | Hermina J. M. Tabachneck-Schijf, Linda C. van der Gaag |
| 2007 | Imitation Learning with a Value-Based Prior. | Umar Syed, Robert E. Schapire |
| 2007 | Improved Dynamic Schedules for Belief Propagation. | Charles Sutton, Andrew McCallum |
| 2007 | Markov Logic in Infinite Domains. | Parag Singla, Pedro M. Domingos |
| 2007 | On Sensitivity of the MAP Bayesian Network Structure to the Equivalent Sample Size Parameter. | Tomi Silander, Petri Kontkanen, Petri Myllymki |
| 2007 | What Counterfactuals Can Be Tested. | Ilya Shpitser, Judea Pearl |
| 2007 | A System for Ontologically-Grounded Probabilistic Matching. | Rita Sharma, David Poole, Clinton Smyth |
| 2007 | Improved Memory-Bounded Dynamic Programming for Decentralized POMDPs. | Sven Seuken, Shlomo Zilberstein |
| 2007 | A Tractable Approach to Finding Closest Truncated-commute-time Neighbors in Large Graphs. | Purnamrita Sarkar, Andrew W. Moore |
| 2007 | Reasoning at the Right Time Granularity. | Suchi Saria, Uri Nodelman, Daphne Koller |
| 2007 | Mixture-of-Parents Maximum Entropy Markov Models. | David S. Rosenberg, Dan Klein, Ben Taskar |
| 2007 | Causal Bounds and Instruments. | Roland Ramsahai |
| 2007 | Statistical Mechanics of Biological Networks. | Marco Ramoni |
| 2007 | Compiling Dyanamic Fault Trees into Dynamic Bayesian Nets for Reliability Analysis: the RADYBAN Tool. | Luigi Portinale, Andrea Bobbio, Daniele Codetta Raiteri, Stefania Montani |
| 2007 | User-Centered Methods for Rapid Creation and Validation of Bayesian Belief Networks. | Jonathan D. Pfautz, Zach Cox, Geoffrey Catto, David Koelle, Joseph Campolongo, Emilie M. Roth |
| 2007 | Reading Dependencies from Polytree-Like Bayesian Networks. | Jos M. Pea |
| 2007 | Apprenticeship Learning using Inverse Reinforcement Learning and Gradient Methods. | Gergely Neu, Csaba Szepesvri |