| 1994 | Action Networks: A Framework for Reasoning about Actions and Change under Uncertainty. | Adnan Darwiche, Moiss Goldszmidt |
| 1994 | Symbolic Probabilistic Inference in Large BN20 Networks. | Bruce D'Ambrosio |
| 1994 | Efficient Estimation of the Value of Information in Monte Carlo Models. | Tom Chvez, Max Henrion |
| 1994 | A Stratified Simulation Scheme for Inference in Bayesian Belief Networks. | Remco R. Bouckaert |
| 1994 | Properties of Bayesian Belief Network Learning Algorithms. | Remco R. Bouckaert |
| 1994 | Planning with External Events. | Jim Blythe |
| 1994 | Learning in Multi-Level Stochastic Games with Delayed Information. | Edward A. Billard |
| 1994 | Exploratory Model Building. | Raj Bhatnagar |
| 1994 | Possibility and Necessity Functions over Non-Classical Logics. | Philippe Besnard, Jrme Lang |
| 1994 | Approximation Algorithms for the Loop Cutset Problem. | Ann Becker, Dan Geiger |
| 1994 | Modus Ponens Generating Function in the Class of \Lambda-Valuations of Plausibility. | Ildar Z. Batyrshin |
| 1994 | Counterfactual Probabilities: Computational Methods, Bounds and Applications. | Alexander Balke, Judea Pearl |
| 1994 | Generating New Beliefs from Old. | Fahiem Bacchus, Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1994 | Laplace's Method Approximations for Probabilistic Inference in Belief Networks with Continuous Variables. | Adriano Azevedo-Filho, Ross D. Shachter |
| 1994 | A Bayesian Method Reexamined. | Derek D. Ayers |
| 1994 | Probabilistic Constraint Satisfaction with Non-Gaussian Noise. | Russ B. Altman, Cheng Che Chen, William B. Poland, Jaswinder Pal Singh |
| 1994 | An Evaluation of an Algorithm for Inductive Learning of Bayesian Belief Networks Using Simulated Data Sets. | Constantin F. Aliferis, Gregory F. Cooper |
| 1994 | Ending-based Strategies for Part-of-Speech Tagging. | Greg Adams, Beth Millar, Eric Neufeld, Tim Philip |
| 1993 | Incremental computation of the value of perfect information in stepwise-decomposable influence diagrams. | Nevin Lianwen Zhang, Runping Qi, David L. Poole |
| 1993 | Knowledge-Based Decision Model Construction for the Hierarchical Diagnosis: A Preliminary Report. | Soe-Tsyr Yuan |
| 1993 | A Belief-Function Based Decision Support System. | Hong Xu, Yen-Teh Hsia, Philippe Smets |
| 1993 | Qualitative Measures of Ambiguity. | S. K. Michael Wong, Zhiwei Wang |
| 1993 | The Assumptions Behind Dempster's Rule. | Nic Wilson |
| 1993 | Belief Revision in Probability Theory. | Pei Wang |
| 1993 | Constructing Lower Probabilities. | Carl G. Wagner, Bruce Tonn |