| 2001 | Value-Directed Sampling Methods for POMDPs. | Pascal Poupart, Luis E. Ortiz, Craig Boutilier |
| 2001 | Vector-space Analysis of Belief-state Approximation for POMDPs. | Pascal Poupart, Craig Boutilier |
| 2001 | Probabilistic Models for Unified Collaborative and Content-Based Recommendation in Sparse-Data Environments. | Alexandrin Popescul, Lyle H. Ungar, David M. Pennock, Steve Lawrence |
| 2001 | Toward General Analysis of Recursive Probability Models. | Daniel Pless, George F. Luger |
| 2001 | Sufficiency, Separability and Temporal Probabilistic Models. | Avi Pfeffer |
| 2001 | Direct and Indirect Effects. | Judea Pearl |
| 2001 | Approximating MAP using Local Search. | James D. Park, Adnan Darwiche |
| 2001 | Lattice Particle Filters. | Dirk Ormoneit, Christiane Lemieux, David J. Fleet |
| 2001 | A Case Study in Knowledge Discovery and Elicitation in an Intelligent Tutoring Application. | Ann E. Nicholson, Tal Boneh, Tim A. Wilkin, Kaye Stacey, Liz Sonenberg, Vicki Steinle |
| 2001 | The Factored Frontier Algorithm for Approximate Inference in DBNs. | Kevin P. Murphy, Yair Weiss |
| 2001 | Recognition Networks for Approximate Inference in BN20 Networks. | Quaid Morris |
| 2001 | Expectation Propagation for approximate Bayesian inference. | Thomas P. Minka |
| 2001 | Aggregating Learned Probabilistic Beliefs. | Pedrito Maynard-Reid II, Urszula Chajewska |
| 2001 | A Bayesian Multiresolution Independence Test for Continuous Variables. | Dimitris Margaritis, Sebastian Thrun |
| 2001 | Solving Influence Diagrams using HUGIN, Shafer-Shenoy and Lazy Propagation. | Anders L. Madsen, Dennis Nilsson |
| 2001 | Probabilistic Logic Programming under Inheritance with Overriding. | Thomas Lukasiewicz |
| 2001 | Exact Inference in Networks with Discrete Children of Continuous Parents. | Uri Lerner, Eran Segal, Daphne Koller |
| 2001 | Inference in Hybrid Networks: Theoretical Limits and Practical Algorithms. | Uri Lerner, Ronald Parr |
| 2001 | Hypothesis Management in Situation-Specific Network Construction. | Kathryn B. Laskey, Suzanne M. Mahoney, Ed Wright |
| 2001 | Plausible reasoning from spatial observations. | Jrme Lang, Philippe Muller |
| 2001 | Iterative Markov Chain Monte Carlo Computation of Reference Priors and Minimax Risk. | John D. Lafferty, Larry A. Wasserman |
| 2001 | Classifier Learning with Supervised Marginal Likelihood. | Petri Kontkanen, Petri Myllymki, Henry Tirri |
| 2001 | Improved learning of Bayesian networks. | Toms Kocka, Robert Castelo |
| 2001 | On characterizing Inclusion of Bayesian Networks. | Toms Kocka, Remco R. Bouckaert, Milan Studen |
| 2001 | Graphical Models for Game Theory. | Michael J. Kearns, Michael L. Littman, Satinder Singh |