| 1996 | A Discovery Algorithm for Directed Cyclic Graphs. Thomas Richardson |
| 1996 | A Framework for Decision-Theoretic Planning I: Combining the Situation Calculus, Conditional Plans, Probability and Utility. David Poole |
| 1996 | A Graph-Theoretic Analysis of Information Value. Kim-Leng Poh, Eric Horvitz |
| 1996 | A Measure of Decision Flexibility. Ross D. Shachter, Marvin Mandelbaum |
| 1996 | A Polynomial-Time Algorithm for Deciding Equivalence of Directed Cyclic Graphical Models. Thomas Richardson |
| 1996 | A Probabilistic Model for Sensor Validation. Pablo H. Ibargüengoytia, Luis Enrique Sucar, Sunil Vadera |
| 1996 | A Qualitative Markov Assumption and Its Implications for Belief Change. Nir Friedman, Joseph Y. Halpern |
| 1996 | A Structurally and Temporally Extended Bayesian Belief Network Model: Definitions, Properties, and Modeling Techniques. Constantin F. Aliferis, Gregory F. Cooper |
| 1996 | A sufficiently fast algorithm for finding close to optimal junction trees. Ann Becker, Dan Geiger |
| 1996 | An Algorithm for Finding Minimum d-Separating Sets in Belief Networks. Silvia Acid, Luis M. de Campos |
| 1996 | An Alternative Markov Property for Chain Graphs. Steen A. Andersson, David Madigan, Michael D. Perlman |
| 1996 | An evaluation of structural parameters for probabilistic reasoning: Results on benchmark circuits. Yousri El Fattah, Rina Dechter |
| 1996 | Approximations for Decision Making in the Dempster-Shafer Theory of Evidence. Mathias Bauer |
| 1996 | Arguing for Decisions: A Qualitative Model of Decision Making. Blai Bonet, Hector Geffner |
| 1996 | Asymptotic Model Selection for Directed Networks with Hidden Variables. Dan Geiger, David Heckerman, Christopher Meek |
| 1996 | Bayesian Learning of Loglinear Models for Neural Connectivity. Kathryn B. Laskey, Laura Martignon |
| 1996 | Belief Revision with Uncertain Inputs in the Possibilistic Setting. Didier Dubois, Henri Prade |
| 1996 | Binary Join Trees. Prakash P. Shenoy |
| 1996 | Bucket elimination: A unifying framework for probabilistic inference. Rina Dechter |
| 1996 | Coherent Knowledge Processing at Maximum Entropy by SPIRIT. Wilhelm Rödder, Carl-Heinz Meyer |
| 1996 | Computational complexity reduction for BN2O networks using similarity of states. Alexander V. Kozlov, Jaswinder Pal Singh |
| 1996 | Computing upper and lower bounds on likelihoods in intractable networks. Tommi S. Jaakkola, Michael I. Jordan |
| 1996 | Constraining Influence Diagram Structure by Generative Planning: An Application to the Optimization of Oil Spill Response. John Mark Agosta |
| 1996 | Context-Specific Independence in Bayesian Networks. Craig Boutilier, Nir Friedman, Moisés Goldszmidt, Daphne Koller |
| 1996 | Coping with the Limitations of Rational Inference in the Framework of Possibility Theory. Salem Benferhat, Didier Dubois, Henri Prade |
| 1996 | Critical Remarks on Single Link Search in Learning Belief Networks. Yang Xiang, S. K. Michael Wong, Nick Cercone |
| 1996 | Decision-Analytic Approaches to Operational Decision Making: Application and Observation. Tom Chávez |
| 1996 | Decision-Theoretic Troubleshooting: A Framework for Repair and Experiment. John S. Breese, David Heckerman |
| 1996 | Defining Relative Likelihood in Partially-Ordered Preferential Structures. Joseph Y. Halpern |
| 1996 | Efficient Approximations for the Marginal Likelihood of Incomplete Data Given a Bayesian Network. David Maxwell Chickering, David Heckerman |
| 1996 | Efficient Search-Based Inference for noisy-OR Belief Networks: TopEpsilon. Kurt Huang, Max Henrion |
| 1996 | Efficient enumeration of instantiations in Bayesian networks. Sampath Srinivas, P. Pandurang Nayak |
| 1996 | Entailment in Probability of Thresholded Generalizations. Donald Bamber |
| 1996 | Flexible Policy Construction by Information Refinement. Michael C. Horsch, David L. Poole |
| 1996 | Generalized Qualitative Probability: Savage revisited. Daniel Lehmann |
| 1996 | Geometric Implications of the Naive Bayes Assumption. Mark A. Peot |
| 1996 | Identifying Independencies in Causal Graphs with Feedback. Judea Pearl, Rina Dechter |
| 1996 | Independence with Lower and Upper Probabilities. Lonnie Chrisman |
| 1996 | Inference Using Message Propagation and Topology Transformation in Vector Gaussian Continuous Networks. Satnam Alag, Alice M. Agogino |
| 1996 | Learning Bayesian Networks with Local Structure. Nir Friedman, Moisés Goldszmidt |
| 1996 | Learning Conventions in Multiagent Stochastic Domains using Likelihood Estimates. Craig Boutilier |
| 1996 | Learning Equivalence Classes of Bayesian Network Structures. David Maxwell Chickering |
| 1996 | MIDAS: An Influence Diagram for Management of Mildew in Winter Wheat. Allan Leck Jensen, Finn Verner Jensen |
| 1996 | Network Engineering for Complex Belief Networks. Suzanne M. Mahoney, Kathryn B. Laskey |
| 1996 | Object Recognition with Imperfect Perception and Redundant Description. Claude Barrouil, Jerome Lemaire |
| 1996 | On Separation Criterion and Recovery Algorithm for Chain Graphs. Milan Studený |
| 1996 | On the Sample Complexity of Learning Bayesian Networks. Nir Friedman, Zohar Yakhini |
| 1996 | Optimal Factory Scheduling using Stochastic Dominance A*. Peter R. Wurman, Michael P. Wellman |
| 1996 | Optimal Monte Carlo Estimation of Belief Network Inference. Malcolm Pradhan, Paul Dagum |
| 1996 | Plan Development using Local Probabilistic Models. Ella M. Atkins, Edmund H. Durfee, Kang G. Shin |
| 1996 | Possible World Partition Sequences: A Unifying Framework for Uncertain Reasoning. Choh Man Teng |
| 1996 | Probabilistic Disjunctive Logic Programming. Liem Ngo |
| 1996 | Propagation of 2-Monotone Lower Probabilities on an Undirected Graph. Lonnie Chrisman |
| 1996 | Quasi-Bayesian Strategies for Efficient Plan Generation: Application to the Planning to Observe Problem. Fábio Gagliardi Cozman, Eric Krotkov |
| 1996 | Query DAGs: A practical paradigm for implementing belief-network inference. Adnan Darwiche, Gregory M. Provan |
| 1996 | Real Time Estimation of Bayesian Networks. Robert L. Welch |
| 1996 | Sample-and-Accumulate Algorithms for Belief Updating in Bayes Networks. Eugene Santos Jr., Solomon Eyal Shimony, Edward Michael Williams |
| 1996 | Some Experiments with Real-time Decision Algorithms. Bruce D'Ambrosio, Scott Burgess |
| 1996 | Sound Abstraction of Probabilistic Actions in The Constraint Mass Assignment Framework. AnHai Doan, Peter Haddawy |
| 1996 | Supply Restoration in Power Distribution Systems: A Case Study in Integrating Model-Based Diagnosis and Repair Planning. Sylvie Thiébaux, Marie-Odile Cordier, Olivier Jehl, Jean-Paul Krivine |
| 1996 | Tail Sensitivity Analysis in Bayesian Networks. Enrique F. Castillo, Cristina Solares, Patricia Gómez |
| 1996 | Testing Implication of Probabilistic Dependencies. S. K. Michael Wong |
| 1996 | Theoretical Foundations for Abstraction-Based Probabilistic Planning. Vu A. Ha, Peter Haddawy |
| 1996 | Topological parameters for time-space tradeoff. Rina Dechter |
| 1996 | Toward a Market Model for Bayesian Inference. David M. Pennock, Michael P. Wellman |
| 1996 | UAI '96: Proceedings of the Twelfth Annual Conference on Uncertainty in Artificial Intelligence, Reed College, Portland, Oregon, USA, August 1-4, 1996 Eric Horvitz, Finn Verner Jensen |
| 1996 | Uncertain Inferences and Uncertain Conclusions. Henry E. Kyburg Jr. |
| 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 |