| 2003 | Efficient Gradient Estimation for Motor Control Learning. | Gregory Lawrence, Noah J. Cowan, Stuart Russell |
| 2003 | Approximate Decomposition: A Method for Bounding and Estimating Probabilistic and Deterministic Queries. | David Larkin |
| 2003 | 1 Billion Pages = 1 Million Dollars? Mining the Web to Play "Who Wants to be a Millionaire?". | Shyong K. Lam, David M. Pennock, Dan Cosley, Steve Lawrence |
| 2003 | Preference-based Graphic Models for Collaborative Filtering. | Rong Jin, Luo Si, ChengXiang Zhai |
| 2003 | Layerwidth: Analysis of a New Metric for Directed Acyclic Graphs. | Mark Hopkins |
| 2003 | Approximate Inference and Constrained Optimization. | Tom Heskes, Kees Albers, Bert Kappen |
| 2003 | Monte-Carlo optimizations for resource allocation problems in stochastic network systems. | Milos Hauskrecht, Toms Singliar |
| 2003 | A Logic for Reasoning about Evidence. | Joseph Y. Halpern, Riccardo Pucella |
| 2003 | Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards. | Charles Gretton, David Price, Sylvie Thibaux |
| 2003 | Sufficient Dimensionality Reduction with Irrelevance Statistics. | Amir Globerson, Gal Chechik, Naftali Tishby |
| 2003 | Decision Making with Partially Consonant Belief Functions. | Phan Hong Giang, Prakash P. Shenoy |
| 2003 | Phase Transition of Tractability in Constraint Satisfaction and Bayesian Network Inference. | Yong Gao |
| 2003 | Extending Factor Graphs so as to Unify Directed and Undirected Graphical Models. | Brendan J. Frey |
| 2003 | Locally Weighted Naive Bayes. | Eibe Frank, Mark A. Hall, Bernhard Pfahringer |
| 2003 | A Distance-Based Branch and Bound Feature Selection Algorithm. | Ari Frank, Dan Geiger, Zohar Yakhini |
| 2003 | Incremental compilation of Bayesian networks. | M. Julia Flores, Jos A. Gmez, Kristian G. Olesen |
| 2003 | Structure-Based Causes and Explanations in the Independent Choice Logic. | Alberto Finzi, Thomas Lukasiewicz |
| 2003 | Symbolic Generalization for On-line Planning. | Zhengzhu Feng, Eric A. Hansen, Shlomo Zilberstein |
| 2003 | The Information Bottleneck EM Algorithm. | Gal Elidan, Nir Friedman |
| 2003 | Probabilistic Reasoning about Actions in Nonmonotonic Causal Theories. | Thomas Eiter, Thomas Lukasiewicz |
| 2003 | A New Algorithm for Maximum Likelihood Estimation in Gaussian Graphical Models for Marginal Independence. | Mathias Drton, Thomas S. Richardson |
| 2003 | A Simple Insight into Iterative Belief Propagation's Success. | Rina Dechter, Robert Mateescu |
| 2003 | Robust Independence Testing for Constraint-Based Learning of Causal Structure. | Denver Dash, Marek J. Druzdzel |
| 2003 | Loopy Belief Propagation as a Basis for Communication in Sensor Networks. | Christopher Crick, Avi Pfeffer |
| 2003 | CLP(BN): Constraint Logic Programming for Probabilistic Knowledge. | Vtor Santos Costa, David Page, Maleeha Qazi, James Cussens |