| 1996 | Query DAGs: A practical paradigm for implementing belief-network inference. | Adnan Darwiche, Gregory M. Provan |
| 1996 | Some Experiments with Real-time Decision Algorithms. | Bruce D'Ambrosio, Scott Burgess |
| 1996 | Quasi-Bayesian Strategies for Efficient Plan Generation: Application to the Planning to Observe Problem. | Fbio Gagliardi Cozman, Eric Krotkov |
| 1996 | Propagation of 2-Monotone Lower Probabilities on an Undirected Graph. | Lonnie Chrisman |
| 1996 | Independence with Lower and Upper Probabilities. | Lonnie Chrisman |
| 1996 | Efficient Approximations for the Marginal Likelihood of Incomplete Data Given a Bayesian Network. | David Maxwell Chickering, David Heckerman |
| 1996 | Learning Equivalence Classes of Bayesian Network Structures. | David Maxwell Chickering |
| 1996 | Decision-Analytic Approaches to Operational Decision Making: Application and Observation. | Tom Chvez |
| 1996 | Tail Sensitivity Analysis in Bayesian Networks. | Enrique F. Castillo, Cristina Solares, Patricia Gmez |
| 1996 | Decision-Theoretic Troubleshooting: A Framework for Repair and Experiment. | John S. Breese, David Heckerman |
| 1996 | Context-Specific Independence in Bayesian Networks. | Craig Boutilier, Nir Friedman, Moiss Goldszmidt, Daphne Koller |
| 1996 | Learning Conventions in Multiagent Stochastic Domains using Likelihood Estimates. | Craig Boutilier |
| 1996 | Arguing for Decisions: A Qualitative Model of Decision Making. | Blai Bonet, Hector Geffner |
| 1996 | Coping with the Limitations of Rational Inference in the Framework of Possibility Theory. | Salem Benferhat, Didier Dubois, Henri Prade |
| 1996 | A sufficiently fast algorithm for finding close to optimal junction trees. | Ann Becker, Dan Geiger |
| 1996 | Approximations for Decision Making in the Dempster-Shafer Theory of Evidence. | Mathias Bauer |
| 1996 | Object Recognition with Imperfect Perception and Redundant Description. | Claude Barrouil, Jerome Lemaire |
| 1996 | Entailment in Probability of Thresholded Generalizations. | Donald Bamber |
| 1996 | Plan Development using Local Probabilistic Models. | Ella M. Atkins, Edmund H. Durfee, Kang G. Shin |
| 1996 | An Alternative Markov Property for Chain Graphs. | Steen A. Andersson, David Madigan, Michael D. Perlman |
| 1996 | A Structurally and Temporally Extended Bayesian Belief Network Model: Definitions, Properties, and Modeling Techniques. | Constantin F. Aliferis, Gregory F. Cooper |
| 1996 | Inference Using Message Propagation and Topology Transformation in Vector Gaussian Continuous Networks. | Satnam Alag, Alice M. Agogino |
| 1996 | Constraining Influence Diagram Structure by Generative Planning: An Application to the Optimization of Oil Spill Response. | John Mark Agosta |
| 1996 | An Algorithm for Finding Minimum d-Separating Sets in Belief Networks. | Silvia Acid, Luis M. de Campos |
| 1995 | Inference with Causal Independence in the CPSC Network. | Nevin Lianwen Zhang |