| 2002 | Finding Optimal Bayesian Networks. | David Maxwell Chickering, Christopher Meek |
| 2002 | Generalized Instrumental Variables. | Carlos Brito, Judea Pearl |
| 2002 | Planning under Continuous Time and Resource Uncertainty: A Challenge for AI. | John L. Bresina, Richard Dearden, Nicolas Meuleau, Sailesh Ramakrishnan, David E. Smith, Richard Washington |
| 2002 | Introducing Variable Importance Tradeoffs into CP-Nets. | Ronen I. Brafman, Carmel Domshlak |
| 2002 | Qualitative MDPs and POMDPs: An Order-Of-Magnitude Approximation. | Blai Bonet, Judea Pearl |
| 2002 | Learning with Scope, with Application to Information Extraction and Classification. | David M. Blei, J. Andrew Bagnell, Andrew Kachites McCallum |
| 2002 | Bipolar Possibilistic Representations. | Salem Benferhat, Didier Dubois, Souhila Kaci, Henri Prade |
| 2002 | Tree-dependent Component Analysis. | Francis R. Bach, Michael I. Jordan |
| 2002 | On the Construction of the Inclusion Boundary Neighbourhood for Markov Equivalence Classes of Bayesian Network Structures. | Vincent Auvray, Louis Wehenkel |
| 2002 | A Constraint Satisfaction Approach to the Robust Spanning Tree Problem with Interval Data. | Ionut D. Aron, Pascal Van Hentenryck |
| 2002 | Learning Hierarchical Object Maps of Non-Stationary Environments with Mobile Robots. | Dragomir Anguelov, Rahul Biswas, Daphne Koller, Benson Limketkai, Sebastian Thrun |
| 2002 | Markov Equivalence Classes for Maximal Ancestral Graphs. | Ayesha R. Ali, Thomas S. Richardson |
| 2001 | Using Temporal Data for Making Recommendations. | Andrew Zimdars, David Maxwell Chickering, Christopher Meek |
| 2001 | Planning and Acting under Uncertainty: A New Model for Spoken Dialogue System. | Bo Zhang, Qingsheng Cai, Jianfeng Mao, Baining Guo |
| 2001 | Statistical Modeling in Continuous Speech Recognition (CSR). | Steve J. Young |
| 2001 | Belief Optimization for Binary Networks: A Stable Alternative to Loopy Belief Propagation. | Max Welling, Yee Whye Teh |
| 2001 | Cross-covariance modelling via DAGs with hidden variables. | Jacob A. Wegelin, Thomas S. Richardson |
| 2001 | The Optimal Reward Baseline for Gradient-Based Reinforcement Learning. | Lex Weaver, Nigel Tao |
| 2001 | Causal Discovery from Changes. | Jin Tian, Judea Pearl |
| 2001 | Maximum Likelihood Bounded Tree-Width Markov Networks. | Nathan Srebro |
| 2001 | Policy Improvement for POMDPs Using Normalized Importance Sampling. | Christian R. Shelton |
| 2001 | Symmetric Collaborative Filtering Using the Noisy Sensor Model. | Rita Sharma, David Poole |
| 2001 | A Tractable POMDP for Dynamic Sequencing with Applications to Personalized Internet Content Provision. | Paat Rusmevichientong, Benjamin Van Roy |
| 2001 | Decision-Theoretic Planning with Concurrent Temporally Extended Actions. | Khashayar Rohanimanesh, Sridhar Mahadevan |
| 2001 | A Mixed Graphical Model for Rhythmic Parsing. | Christopher Raphael |