| 2005 | Exploiting Evidence in Probabilistic Inference. | Mark Chavira, David Allen, Adnan Darwiche |
| 2005 | Counterexample-guided Planning. | Krishnendu Chatterjee, Thomas A. Henzinger, Ranjit Jhala, Rupak Majumdar |
| 2005 | Use of Dempster-Shafer Conflict Metric to Detect Interpretation Inconsistency. | Jennifer Carlson, Robin R. Murphy |
| 2005 | Nonparametric Bayesian Logic. | Peter Carbonetto, Jacek Kisynski, Nando de Freitas, David Poole |
| 2005 | Belief Updating and Learning in Semi-Qualitative Probabilistic Networks. | Cassio Polpo de Campos, Fbio Gagliardi Cozman |
| 2005 | Counterfactual Reasoning in Linear Structural Equation Models. | Zhihong Cai, Manabu Kuroki |
| 2005 | Cost Sensitive Reachability Heuristics for Handling State Uncertainty. | Daniel Bryce, Subbarao Kambhampati |
| 2005 | Models for Truthful Online Double Auctions. | Jonathan Bredin, David C. Parkes |
| 2005 | Local Utility Elicitation in GAI Models. | Darius Braziunas, Craig Boutilier |
| 2005 | On the Value of Correlation. | Itai Ashlagi, Dov Monderer, Moshe Tennenholtz |
| 2005 | A Unified Setting for Inference and Decision: An Argumentation-based Approach. | Leila Amgoud |
| 2005 | Learning from Sparse Data by Exploiting Monotonicity Constraints. | Eric Altendorf, Angelo C. Restificar, Thomas G. Dietterich |
| 2005 | Towards Characterizing Markov Equivalence Classes for Directed Acyclic Graphs with Latent Variables. | Ayesha R. Ali, Thomas S. Richardson, Peter Spirtes, Jiji Zhang |
| 2005 | Learning Factor Graphs in Polynomial Time & Sample Complexity. | Pieter Abbeel, Daphne Koller, Andrew Y. Ng |
| 2004 | Learning Diagnostic Policies from Examples by Systematic Search. | Valentina Bayer Zubek |
| 2004 | Maximum Entropy for Collaborative Filtering. | C. Lawrence Zitnick, Takeo Kanade |
| 2004 | Discretized Approximations for POMDP with Average Cost. | Huizhen Yu, Dimitri P. Bertsekas |
| 2004 | Annealed MAP. | Changhe Yuan, Tsai-Ching Lu, Marek J. Druzdzel |
| 2004 | Similarity-Driven Cluster Merging Method for Unsupervised Fuzzy Clustering. | Xuejian Xiong, Kap Luk Chan |
| 2004 | Graph Partition Strategies for Generalized Mean Field Inference. | Eric P. Xing, Michael I. Jordan |
| 2004 | An Integrated, Conditional Model of Information Extraction and Coreference with Appli. | Ben Wellner, Andrew McCallum, Fuchun Peng, Michael Hay |
| 2004 | On the Choice of Regions for Generalized Belief Propagation. | Max Welling |
| 2004 | Convergence and Asymptotic Normality of Variational Bayesian Approximations for Expon. | Bo Wang, D. M. Titterington |
| 2004 | Stable Independance and Complexity of Representation. | Peter R. de Waal, Linda C. van der Gaag |
| 2004 | Identifying Conditional Causal Effects. | Jin Tian |