| 2002 | Polynomial Value Iteration Algorithms for Detrerminstic MDPs. | Omid Madani |
| 2002 | Monitoring a Complez Physical System using a Hybrid Dynamic Bayes Net. | Uri Lerner, Brooks Moses, Maricia Scott, Sheila A. McIlraith, Daphne Koller |
| 2002 | General Lower Bounds based on Computer Generated Higher Order Expansions. | Martijn A. R. Leisink, Hilbert J. Kappen |
| 2002 | Value Function Approximation in Zero-Sum Markov Games. | Michail G. Lagoudakis, Ronald Parr |
| 2002 | Almost-everywhere Algorithmic Stability and Generalization Error. | Samuel Kutin, Partha Niyogi |
| 2002 | Dimension Correction for Hierarchical Latent Class Models. | Toms Kocka, Nevin Lianwen Zhang |
| 2002 | Efficient Nash Computation in Large Population Games with Bounded Influence. | Michael J. Kearns, Yishay Mansour |
| 2002 | A Bayesian Network Scoring Metic that Is Based on Globally Uniform Parameter Priors. | Mehmet Kayaalp, Gregory F. Cooper |
| 2002 | CFW: A Collaborative Filtering System Using Posteriors over Weights of Evidence. | Carl Myers Kadie, Christopher Meek, David Heckerman |
| 2002 | Unconstrained Influence Diagrams. | Finn Verner Jensen, Marta Vomlelov |
| 2002 | Coordinates: Probabilistic Forecasting of Presence and Availability. | Eric Horvitz, Paul Koch, Carl Myers Kadie, Andy Jacobs |
| 2002 | Expectation Propogation for Approximate Inference in Dynamic Bayesian Networks. | Tom Heskes, Onno Zoeter |
| 2002 | Reasoning about Expectation. | Joseph Y. Halpern, Riccardo Pucella |
| 2002 | Distributed Planning in Hierarchical Factored MDPs. | Carlos Guestrin, Geoffrey J. Gordon |
| 2002 | Updating Probabilities. | Peter Grnwald, Joseph Y. Halpern |
| 2002 | Reduction of Maximum Entropy Models to Hidden Markov Models. | Joshua Goodman |
| 2002 | Statistical Decisions Using Likelihood Information Without Prior Probabilities. | Phan Hong Giang, Prakash P. Shenoy |
| 2002 | Factorization of Discrete Probability Distributions. | Dan Geiger, Christopher Meek, Bernd Sturmfels |
| 2002 | The Thing that we Tried Didn't Work very Well: Deictic Representation in Reinforcement Learning. | Sarah Finney, Natalia Gardiol, Leslie Pack Kaelbling, Tim Oates |
| 2002 | Causes and Explanations in the Structural-Model Approach : Tractable Cases. | Thomas Eiter, Thomas Lukasiewicz |
| 2002 | An Information-Theoretic External Cluster-Validity Measure. | Byron Dom |
| 2002 | Iterative Join-Graph Propagation. | Rina Dechter, Kalev Kask, Robert Mateescu |
| 2002 | Interpolating Conditional Density Trees. | Scott Davies, Andrew W. Moore |
| 2002 | Continuation Methods for Mixing Heterogenous Sources. | Adrian Corduneanu, Tommi S. Jaakkola |
| 2002 | Complexity of Mechanism Design. | Vincent Conitzer, Tuomas Sandholm |