| 2002 | On the Testable Implications of Causal Models with Hidden Variables. | Jin Tian, Judea Pearl |
| 2002 | Particle Filters in Robotics. | Sebastian Thrun |
| 2002 | Anytime State-Based Solution Methods for Decision Processes with non-Markovian Rewards. | Sylvie Thibaux, Froduald Kabanza, John K. Slaney |
| 2002 | Loopy Belief Propogation and Gibbs Measures. | Sekhar Tatikonda, Michael I. Jordan |
| 2002 | Discriminative Probabilistic Models for Relational Data. | Benjamin Taskar, Pieter Abbeel, Daphne Koller |
| 2002 | Real-Time Inference with Large-Scale Temporal Bayes Nets. | Masami Takikawa, Bruce D'Ambrosio, Ed Wright |
| 2002 | Unsupervised Active Learning in Large Domains. | Harald Steck, Tommi S. Jaakkola |
| 2002 | Reinforcement Learning with Partially Known World Dynamics. | Christian R. Shelton |
| 2002 | An MDP-based Recommender System. | Guy Shani, Ronen I. Brafman, David Heckerman |
| 2002 | Advances in Boosting. | Robert E. Schapire |
| 2002 | Asymptotic Model Selection for Naive Bayesian Networks. | Dmitry Rusakov, Dan Geiger |
| 2002 | Inference with Seperately Specified Sets of Probabilities in Credal Networks. | Jos Carlos Ferreira da Rocha, Fbio Gagliardi Cozman |
| 2002 | From Qualitative to Quantitative Probabilistic Networks. | Silja Renooij, Linda C. van der Gaag |
| 2002 | Mechanism Design with Execution Uncertainty. | Ryan Porter, Amir Ronen, Yoav Shoham, Moshe Tennenholtz |
| 2002 | Modelling Information Incorporation in Markets, with Application to Detecting and Explaining Events. | David M. Pennock, Sandip Debnath, Eric J. Glover, C. Lee Giles |
| 2002 | Bayesian Network Classifiers in a High Dimensional Framework. | Tatjana Pavlenko, Dietrich von Rosen |
| 2002 | MAP Complexity Results and Approximation Methods. | James D. Park |
| 2002 | Continuous Time Bayesian Networks. | Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2002 | Factored Particles for Scalable Monitoring. | Brenda Ng, Leonid Peshkin, Avi Pfeffer |
| 2002 | Real-valued All-Dimensions Search: Low-overhead Rapid Searching over Subsets of Attributes. | Andrew W. Moore, Jeff G. Schneider |
| 2002 | Expectation-Propogation for the Generative Aspect Model. | Thomas P. Minka, John D. Lafferty |
| 2002 | Optimal Time Bounds for Approximate Clustering. | Ramgopal R. Mettu, C. Greg Plaxton |
| 2002 | Staged Mixture Modelling and Boosting. | Christopher Meek, Bo Thiesson, David Heckerman |
| 2002 | Formalizing Scenario Analysis. | Peter McBurney, Simon Parsons |
| 2002 | Decayed MCMC Filtering. | Bhaskara Marthi, Hanna Pasula, Stuart Russell, Yuval Peres |