| 2001 | Estimating Well-Performing Bayesian Networks using Bernoulli Mixtures. | Geoff A. Jarrad |
| 2001 | A Bayesian Approach to Tackling Hard Computational Problems. | Eric Horvitz, Yongshao Ruan, Carla P. Gomes, Henry A. Kautz, Bart Selman, David Maxwell Chickering |
| 2001 | Discovering Multiple Constraints that are Frequently Approximately Satisfied. | Geoffrey E. Hinton, Yee Whye Teh |
| 2001 | A Clustering Approach to Solving Large Stochastic Matching Problems. | Milos Hauskrecht, Eli Upfal |
| 2001 | A Dynamic Programming Model for Determining Bidding Strategies in Sequential Auctions: Quasi-linear Utility and Budget Constraints. | Hiromitsu Hattori, Makoto Yokoo, Yuko Sakurai, Toramatsu Shintani |
| 2001 | A Logic for Reasoning about Upper Probabilities. | Joseph Y. Halpern, Riccardo Pucella |
| 2001 | Causes and Explanations: A Structural-Model Approach: Part 1: Causes. | Joseph Y. Halpern, Judea Pearl |
| 2001 | Similarity Measures on Preference Structures, Part II: Utility Functions. | Vu A. Ha, Peter Haddawy, John Miyamoto |
| 2001 | Robust Combination of Local Controllers. | Carlos Guestrin, Dirk Ormoneit |
| 2001 | Enumerating Markov Equivalence Classes of Acyclic Digraph Models. | Steven B. Gillispie, Michael D. Perlman |
| 2001 | A Comparison of Axiomatic Approaches to Qualitative Decision Making Using Possibility Theory. | Phan Hong Giang, Prakash P. Shenoy |
| 2001 | Analysing Sensitivity Data from Probabilistic Networks. | Linda C. van der Gaag, Silja Renooij |
| 2001 | Multivariate Information Bottleneck. | Nir Friedman, Ori Mosenzon, Noam Slonim, Naftali Tishby |
| 2001 | Variational MCMC. | Nando de Freitas, Pedro A. d. F. R. Hjen-Srensen, Stuart Russell |
| 2001 | Learning the Dimensionality of Hidden Variables. | Gal Elidan, Nir Friedman |
| 2001 | Incorporating Expressive Graphical Models in VariationalApproximations: Chain-graphs and Hidden Variables. | Tal El-Hay, Nir Friedman |
| 2001 | Efficient Stepwise Selection in Decomposable Models. | Amol Deshpande, Minos N. Garofalakis, Michael I. Jordan |
| 2001 | Hybrid Processing of Beliefs and Constraints. | Rina Dechter, David Larkin |
| 2001 | Using Bayesian Networks to Identify the Causal Effect of Speeding in Individual Vehicle/Pedestrian Collisions. | Gary A. Davis |
| 2001 | Linearity Properties of Bayes Nets with Binary Variables. | David Danks, Clark Glymour |
| 2001 | Conditions Under Which Conditional Independence and Scoring Methods Lead to Identical Selection of Bayesian Network Models. | Robert G. Cowell |
| 2001 | Semi-Instrumental Variables: A Test for Instrument Admissibility. | Tianjiao Chu, Richard Scheines, Peter Spirtes |
| 2001 | Confidence Inference in Bayesian Networks. | Jian Cheng, Marek J. Druzdzel |
| 2001 | When do Numbers Really Matter? | Hei Chan, Adnan Darwiche |
| 2001 | UCP-Networks: A Directed Graphical Representation of Conditional Utilities. | Craig Boutilier, Fahiem Bacchus, Ronen I. Brafman |