| 2006 | Optimal Coordinated Planning Amongst Self-Interested Agents with Private State. | Ruggiero Cavallo, David C. Parkes, Satinder Singh |
| 2006 | Graphical Condition for Identification in recursive SEM. | Carlos Brito, Judea Pearl |
| 2006 | An Efficient Triplet-based Algorithm for Evidential Reasoning. | Yaxin Bi, Jiwen Guan |
| 2006 | Cutset Sampling with Likelihood Weighting. | Bozhena Bidyuk, Rina Dechter |
| 2006 | Gene Expression Time Course Clustering with Countably Infinite Hidden Markov Models. | Matthew J. Beal, Praveen Krishnamurthy |
| 2006 | Non-Minimal Triangulations for Mixed Stochastic/Deterministic Graphical Models. | Chris D. Bartels, Jeff A. Bilmes |
| 2006 | Robust Learning Equilibrium. | Itai Ashlagi, Moshe Tennenholtz, Dov Monderer |
| 2006 | Linear Algebra Approach to Separable Bayesian Networks. | Chalee Asavathiratham |
| 2005 | Efficient Test Selection in Active Diagnosis via Entropy Approximation. | Alice X. Zheng, Irina Rish, Alina Beygelzimer |
| 2005 | A Transformational Characterization of Markov Equivalence for Directed Acyclic Graphs with Latent Variables. | Jiji Zhang, Peter Spirtes |
| 2005 | Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars. | Luke S. Zettlemoyer, Michael Collins |
| 2005 | A Function Approximation Approach to Estimation of Policy Gradient for POMDP with Structured Policies. | Huizhen Yu |
| 2005 | Mining Associated Text and Images with Dual-Wing Harmoniums. | Eric P. Xing, Rong Yan, Alexander G. Hauptmann |
| 2005 | An Algorithm for Computing Stochastically Stable Distributions with Applications to Multiagent Learning in Repeated Games. | John R. Wicks, Amy Greenwald |
| 2005 | Qualitative Decision Making Under Possibilistic Uncertainty: Toward more Discriminating Criteria. | Paul Weng |
| 2005 | Structured Region Graphs: Morphing EP into GBP. | Max Welling, Thomas P. Minka, Yee Whye Teh |
| 2005 | A Model for Reasoning with Uncertain Rules in Event Composition Systems. | Segev Wasserkrug, Avigdor Gal, Opher Etzion |
| 2005 | Stable Independence in Perfect Maps. | Peter R. de Waal, Linda C. van der Gaag |
| 2005 | Generating Markov Equivalent Maximal Ancestral Graphs by Single Edge Replacement. | Jin Tian |
| 2005 | Ordering-Based Search: A Simple and Effective Algorithm for Learning Bayesian Networks. | Marc Teyssier, Daphne Koller |
| 2005 | MAA*: A Heuristic Search Algorithm for Solving Decentralized POMDPs. | Daniel Szer, Franois Charpillet, Shlomo Zilberstein |
| 2005 | Piecewise Training for Undirected Models. | Charles Sutton, Andrew McCallum |
| 2005 | Description Logics with Fuzzy Concrete Domains. | Umberto Straccia |
| 2005 | Bayes? Bluff: Opponent Modelling in Poker. | Finnegan Southey, Michael H. Bowling, Bryce Larson, Carmelo Piccione, Neil Burch, Darse Billings, D. Chris Rayner |
| 2005 | Point-Based POMDP Algorithms: Improved Analysis and Implementation. | Trey Smith, Reid G. Simmons |