| 1994 | A Probabilistic Approach to Hierarchical Model-based Diagnosis. | Sampath Srinivas |
| 1994 | Ignorance and the Expressiveness of Single- and Set-Valued Probability Models of Belief. | Paul Snow |
| 1994 | Belief Induced by the Partial Knowledge of the Probabilities. | Philippe Smets |
| 1994 | Global Conditioning for Probabilistic Inference in Belief Networks. | Ross D. Shachter, Stig K. Andersen, Peter Szolovits |
| 1994 | Belief Updating by Enumerating High-Probability Independence-based Assignments. | Eugene Santos Jr., Solomon Eyal Shimony |
| 1994 | Penalty Logic and its Link with Dempster-Shafer Theory. | Florence Dupin de Saint-Cyr, Jrme Lang, Thomas Schiex |
| 1994 | Belief Maintenance in Bayesian Networks. | Marco Ramoni, Alberto Riva |
| 1994 | Solving Asymmetric Decision Problems with Influence Diagrams. | Runping Qi, Nevin Lianwen Zhang, David L. Poole |
| 1994 | Knowledge Engineering for Large Belief Networks. | Malcolm Pradhan, Gregory M. Provan, Blackford Middleton, Max Henrion |
| 1994 | Three Approaches to Probability Model Selection. | William B. Poland, Ross D. Shachter |
| 1994 | Anytime Decision Making with Imprecise Probabilities. | Michael Pittarelli |
| 1994 | Robust Planning in Uncertain Environments. | Stephen G. Pimentel, Lawrence M. Brem |
| 1994 | A Probabilistic Calculus of Actions. | Judea Pearl |
| 1994 | Models of Consensus for Multiple Agent Systems. | Daniel E. O'Leary |
| 1994 | Incremental Dynamic Construction of Layered Polytree Networks. | Keung-Chi Ng, Tod S. Levitt |
| 1994 | Model-based Diagnosis with Qualitative Temporal Uncertainty. | Wolfgang Nejdl, Johann Gamper |
| 1994 | Operator Selection While Planning Under Uncertainty. | Todd Michael Mansell, Grahame B. Smith |
| 1994 | Constructing Belief Networks to Evaluate Plans. | Paul E. Lehner, Chris Elsaesser, Scott A. Musman |
| 1994 | Fuzzy Geometric Relations to Represent Hierarchical Spatial Information. | Stephane Lapointe, Ren Proulx |
| 1994 | Induction of Selective Bayesian Classifiers. | Pat Langley, Stephanie Sage |
| 1994 | Syntax-based Default Reasoning as Probabilistic Model-based Diagnosis. | Jrme Lang |
| 1994 | Using New Data to Refine a Bayesian Network. | Wai Lam, Fahiem Bacchus |
| 1994 | Reduction of Computational Complexity in Bayesian Networks Through Removal of Weak Dependences. | Uffe Kjrulff |
| 1994 | From Influence Diagrams to junction Trees. | Frank Jensen, Finn Verner Jensen, Sren L. Dittmer |
| 1994 | Optimal junction Trees. | Finn Verner Jensen, Frank Jensen |