| 2003 | Renewal Strings for Cleaning Astronomical Databases. | Amos J. Storkey, Nigel C. Hambly, Christopher K. I. Williams, Robert G. Mann |
| 2003 | The Revisiting Problem in Mobile Robot Map Building: A Hierarchical Bayesian Approach. | Benjamin Stewart, Jonathan Ko, Dieter Fox, Kurt Konolige |
| 2003 | Learning Measurement Models for Unobserved Variables. | Ricardo Bezerra de Andrade e Silva, Richard Scheines, Clark Glymour, Peter Spirtes |
| 2003 | Efficient Inference in Large Discrete Domains. | Rita Sharma, David Poole |
| 2003 | Learning Module Networks. | Eran Segal, Dana Pe'er, Aviv Regev, Daphne Koller, Nir Friedman |
| 2003 | On the Convergence of Bound Optimization Algorithms. | Ruslan Salakhutdinov, Sam T. Roweis, Zoubin Ghahramani |
| 2003 | Automated Analytic Asymptotic Evaluation of the Marginal Likelihood for Latent Models. | Dmitry Rusakov, Dan Geiger |
| 2003 | Decentralized Sensor Fusion with Distributed Particle Filters. | Matthew Rosencrantz, Geoffrey J. Gordon, Sebastian Thrun |
| 2003 | Learning Generative Models of Similarity Matrices. | Rmer Rosales, Brendan J. Frey |
| 2003 | Inference in Polytrees with Sets of Probabilities. | Jos Carlos Ferreira da Rocha, Fbio Gagliardi Cozman, Cassio Polpo de Campos |
| 2003 | Policy-contingent abstraction for robust robot control. | Joelle Pineau, Geoffrey J. Gordon, Sebastian Thrun |
| 2003 | An Axiomatic Approach to Robustness in Search Problems with Multiple Scenarios. | Patrice Perny, Olivier Spanjaard |
| 2003 | Solving MAP Exactly using Systematic Search. | James D. Park, Adnan Darwiche |
| 2003 | Learning Continuous Time Bayesian Networks. | Uri Nodelman, Christian R. Shelton, Daphne Koller |
| 2003 | Marginalizing Out Future Passengers in Group Elevator Control. | Daniel Nikovski, Matthew Brand |
| 2003 | On Local Optima in Learning Bayesian Networks. | Jens Dalgaard Nielsen, Toms Kocka, Jos M. Pea |
| 2003 | Dealing with Uncertainty in Fuzzy Inductive Reasoning Methodology. | Francisco Mugica, ngela Nebot, Pilar Gmez |
| 2003 | Optimal Limited Contingency Planning. | Nicolas Meuleau, David E. Smith |
| 2003 | Practically Perfect. | Christopher Meek, David Maxwell Chickering |
| 2003 | Efficiently Inducing Features of Conditional Random Fields. | Andrew McCallum |
| 2003 | Systematic vs. Non-systematic Algorithms for Solving the MPE Task. | Radu Marinescu, Kalev Kask, Rina Dechter |
| 2003 | Monte Carlo Matrix Inversion Policy Evaluation. | Fletcher Lu, Dale Schuurmans |
| 2003 | Budgeted Learning of Naive-Bayes Classifiers. | Daniel J. Lizotte, Omid Madani, Russell Greiner |
| 2003 | A Linear Belief Function Approach to Portfolio Evaluation. | Liping Liu, Catherine Shenoy, Prakash P. Shenoy |
| 2003 | Learning Riemannian Metrics. | Guy Lebanon |