| 1995 | Implementation of Continuous Bayesian Networks Using Sums of Weighted Gaussians. | Eric Driver, Darryl Morrell |
| 1995 | Clustering Without (Thinking About) Triangulation. | Denise Draper |
| 1995 | Logarithmic-Time Updates and Queries in Probabilistic Networks. | Arthur L. Delcher, Adam J. Grove, Simon Kasif, Judea Pearl |
| 1995 | Conditioning Algorithms for Exact and Approximate Inference in Causal Networks. | Adnan Darwiche |
| 1995 | A Transformational Characterization of Equivalent Bayesian Network Structures. | David Maxwell Chickering |
| 1995 | Decision Flexibility. | Tom Chvez, Ross D. Shachter |
| 1995 | Practical model-based diagnosis with qualitative possibilistic uncertainty. | Didier Cayrac, Didier Dubois, Henri Prade |
| 1995 | Generating the Structure of a Fuzzy Rule under Uncertainty. | Juan Luis Castro, Jose Manuel Zurita |
| 1995 | Error Estimation in Approximate Bayesian Belief Network Inference. | Enrique F. Castillo, Remco R. Bouckaert, Jos Mara Sarabia, Cristina Solares |
| 1995 | Independence Concepts for Convex Sets of Probabilities. | Luis M. de Campos, Serafn Moral |
| 1995 | Chain graphs for learning. | Wray L. Buntine |
| 1995 | Automating Computer Bottleneck Detection with Belief Nets. | John S. Breese, Russ Blake |
| 1995 | An Algebraic Semantics for Possibilistic Logic. | Luca Boldrin, Claudio Sossai |
| 1995 | Belief functions and default reasoning. | Salem Benferhat, Alessandro Saffiotti, Philippe Smets |
| 1995 | Counterfactuals and Policy Analysis in Structural Models. | Alexander Balke, Judea Pearl |
| 1995 | Graphical models for preference and utility. | Fahiem Bacchus, Adam J. Grove |
| 1994 | Intercausal Independence and Heterogeneous Factorization. | Nevin Lianwen Zhang, David L. Poole |
| 1994 | Evidential Reasoning with Conditional Belief Functions. | Hong Xu, Philippe Smets |
| 1994 | On Axiomatization of Probabilistic Conditional Independencies. | S. K. Michael Wong, Zhiwei Wang |
| 1994 | Generating Graphoids from Generalised Conditional Probability. | Nic Wilson |
| 1994 | General Belief Measures. | Emil Weydert |
| 1994 | State-Space Abstraction for Anytime Evaluation of Probabilistic Networks. | Michael P. Wellman, Chao-Lin Liu |
| 1994 | A Defect in Dempster-Shafer Theory. | Pei Wang |
| 1994 | Exceptional Subclasses in Qualitative Probability. | Sek-Wah Tan |
| 1994 | Semigraphoids Are Two-Antecedental Approximations of Stochastic Conditional Independence Models. | Milan Studen |