| 1995 | Generating Explanations for Evidential Reasoning. | Hong Xu, Philippe Smets |
| 1995 | Optimization of Inter-Subnet Belief Updating in Multiply Sectioned Bayesian Networks. | Yang Xiang |
| 1995 | A Method for Implementing a Probabilistic Model as a Relational Database. | S. K. Michael Wong, Cory J. Butz, Yang Xiang |
| 1995 | An Order of Magnitude Calculus. | Nic Wilson |
| 1995 | Defaults and Infinitesimals Defeasible Inference by Nonarchimedean Entropy-Maximization. | Emil Weydert |
| 1995 | Path Planning under Time-Dependent Uncertainty. | Michael P. Wellman, Matthew Ford, Kenneth Larson |
| 1995 | Exploiting System Hierarchy to Compute Repair Plans in Probabilistic Model-Based Diagnosis. | Sampath Srinivas, Eric Horvitz |
| 1995 | A polynomial algorithm for computing the optimal repair strategy in a system with independent component failures. | Sampath Srinivas |
| 1995 | Modeling failure priors and persistence in model-based diagnosis. | Sampath Srinivas |
| 1995 | Causal Inference in the Presence of Latent Variables and Selection Bias. | Peter Spirtes, Christopher Meek, Thomas S. Richardson |
| 1995 | Directed Cyclic Graphical Representations of Feedback Models. | Peter Spirtes |
| 1995 | A New Pruning Method for Solving Decision Trees and Game Trees. | Prakash P. Shenoy |
| 1995 | Accounting for Context in Plan Recognition, with Application to Traffic Monitoring. | David V. Pynadath, Michael P. Wellman |
| 1995 | Abstraction in Belief Networks: The Role of Intermediate States in Diagnostic Reasoning. | Gregory M. Provan |
| 1995 | Exploiting the Rule Structure for Decision Making within the Independent Choice Logic. | David Poole |
| 1995 | Probabilistic evaluation of sequential plans from causal models with hidden variables. | Judea Pearl, James M. Robins |
| 1995 | On the Testability of Causal Models With Latent and Instrumental Variables. | Judea Pearl |
| 1995 | Refining reasoning in qualitative probabilistic networks. | Simon Parsons |
| 1995 | A Theoretical Framework for Context-Sensitive Temporal Probability Model Construction with Application to Plan Projection. | Liem Ngo, Peter Haddawy, James Helwig |
| 1995 | Strong completeness and faithfulness in Bayesian networks. | Christopher Meek |
| 1995 | Causal inference and causal explanation with background knowledge. | Christopher Meek |
| 1995 | On the Complexity of Solving Markov Decision Problems. | Michael L. Littman, Thomas L. Dean, Leslie Pack Kaelbling |
| 1995 | Is There a Role for Qualitative Risk Assessment? | Paul J. Krause, John Fox, Philip N. Judson |
| 1995 | Sensitivities: An Alternative to Conditional Probabilities for Bayesian Belief Networks. | Alexander V. Kozlov, Jaswinder Pal Singh |
| 1995 | HUGS: Combining Exact Inference and Gibbs Sampling in junction Trees. | Uffe Kjrulff |