| 1996 | Toward a Market Model for Bayesian Inference. | David M. Pennock, Michael P. Wellman |
| 1996 | Identifying Independencies in Causal Graphs with Feedback. | Judea Pearl, Rina Dechter |
| 1996 | Probabilistic Disjunctive Logic Programming. | Liem Ngo |
| 1996 | Network Engineering for Complex Belief Networks. | Suzanne M. Mahoney, Kathryn B. Laskey |
| 1996 | Generalized Qualitative Probability: Savage revisited. | Daniel Lehmann |
| 1996 | Bayesian Learning of Loglinear Models for Neural Connectivity. | Kathryn B. Laskey, Laura Martignon |
| 1996 | Uncertain Inferences and Uncertain Conclusions. | Henry E. Kyburg Jr. |
| 1996 | Computational complexity reduction for BN2O networks using similarity of states. | Alexander V. Kozlov, Jaswinder Pal Singh |
| 1996 | MIDAS: An Influence Diagram for Management of Mildew in Winter Wheat. | Allan Leck Jensen, Finn Verner Jensen |
| 1996 | Computing upper and lower bounds on likelihoods in intractable networks. | Tommi S. Jaakkola, Michael I. Jordan |
| 1996 | A Probabilistic Model for Sensor Validation. | Pablo H. Ibargengoytia, Luis Enrique Sucar, Sunil Vadera |
| 1996 | Efficient Search-Based Inference for noisy-OR Belief Networks: TopEpsilon. | Kurt Huang, Max Henrion |
| 1996 | Flexible Policy Construction by Information Refinement. | Michael C. Horsch, David L. Poole |
| 1996 | Why is diagnosis using belief networks insensitive to imprecision in probabilities? | Max Henrion, Malcolm Pradhan, Brendan Del Favero, Kurt Huang, Gregory M. Provan, Paul O'Rorke |
| 1996 | Defining Relative Likelihood in Partially-Ordered Preferential Structures. | Joseph Y. Halpern |
| 1996 | Theoretical Foundations for Abstraction-Based Probabilistic Planning. | Vu A. Ha, Peter Haddawy |
| 1996 | Asymptotic Model Selection for Directed Networks with Hidden Variables. | Dan Geiger, David Heckerman, Christopher Meek |
| 1996 | On the Sample Complexity of Learning Bayesian Networks. | Nir Friedman, Zohar Yakhini |
| 1996 | A Qualitative Markov Assumption and Its Implications for Belief Change. | Nir Friedman, Joseph Y. Halpern |
| 1996 | Learning Bayesian Networks with Local Structure. | Nir Friedman, Moiss Goldszmidt |
| 1996 | An evaluation of structural parameters for probabilistic reasoning: Results on benchmark circuits. | Yousri El Fattah, Rina Dechter |
| 1996 | Belief Revision with Uncertain Inputs in the Possibilistic Setting. | Didier Dubois, Henri Prade |
| 1996 | Sound Abstraction of Probabilistic Actions in The Constraint Mass Assignment Framework. | AnHai Doan, Peter Haddawy |
| 1996 | Topological parameters for time-space tradeoff. | Rina Dechter |
| 1996 | Bucket elimination: A unifying framework for probabilistic inference. | Rina Dechter |