| 1994 | A Bayesian Method Reexamined. Derek D. Ayers |
| 1994 | A Decision-based View of Causality. David Heckerman, Ross D. Shachter |
| 1994 | A Defect in Dempster-Shafer Theory. Pei Wang |
| 1994 | A Logic for Default Reasoning About Probabilities. Manfred Jaeger |
| 1994 | A New Look at Causal Independence. David Heckerman, John S. Breese |
| 1994 | A Probabilistic Approach to Hierarchical Model-based Diagnosis. Sampath Srinivas |
| 1994 | A Probabilistic Calculus of Actions. Judea Pearl |
| 1994 | A Probablistic Model of Action for Least-Commitment Planning with Information Gathering. Denise Draper, Steve Hanks, Daniel S. Weld |
| 1994 | A Stratified Simulation Scheme for Inference in Bayesian Belief Networks. Remco R. Bouckaert |
| 1994 | A Structured, Probabilistic Representation of Action. Ron Davidson, Michael R. Fehling |
| 1994 | Abstracting Probabilistic Actions. Peter Haddawy, AnHai Doan |
| 1994 | Action Networks: A Framework for Reasoning about Actions and Change under Uncertainty. Adnan Darwiche, Moisés Goldszmidt |
| 1994 | An Alternative Proof Method for Possibilistic Logic and its Application to Terminological Logics. Bernhard Hollunder |
| 1994 | An Evaluation of an Algorithm for Inductive Learning of Bayesian Belief Networks Using Simulated Data Sets. Constantin F. Aliferis, Gregory F. Cooper |
| 1994 | An Experimental Comparison of Numerical and Qualitative Probabilistic Reasoning. Max Henrion, Gregory M. Provan, Brendan Del Favero, Gillian Sanders |
| 1994 | An Ordinal View of Independence with Application to Plausible Reasoning. Didier Dubois, Luis Fariñas del Cerro, Andreas Herzig, Henri Prade |
| 1994 | Anytime Decision Making with Imprecise Probabilities. Michael Pittarelli |
| 1994 | Approximation Algorithms for the Loop Cutset Problem. Ann Becker, Dan Geiger |
| 1994 | Backward Simulation in Bayesian Networks. Robert M. Fung, Brendan Del Favero |
| 1994 | Belief Induced by the Partial Knowledge of the Probabilities. Philippe Smets |
| 1994 | Belief Maintenance in Bayesian Networks. Marco Ramoni, Alberto Riva |
| 1994 | Belief Updating by Enumerating High-Probability Independence-based Assignments. Eugene Santos Jr., Solomon Eyal Shimony |
| 1994 | Conditional Independence in Possibility Theory. Pascale Fonck |
| 1994 | Constructing Belief Networks to Evaluate Plans. Paul E. Lehner, Chris Elsaesser, Scott A. Musman |
| 1994 | Counterfactual Probabilities: Computational Methods, Bounds and Applications. Alexander Balke, Judea Pearl |
| 1994 | Efficient Estimation of the Value of Information in Monte Carlo Models. Tom Chávez, Max Henrion |
| 1994 | Ending-based Strategies for Part-of-Speech Tagging. Greg Adams, Beth Millar, Eric Neufeld, Tim Philip |
| 1994 | Epsilon-Safe Planning. Robert P. Goldman, Mark S. Boddy |
| 1994 | Evidential Reasoning with Conditional Belief Functions. Hong Xu, Philippe Smets |
| 1994 | Exceptional Subclasses in Qualitative Probability. Sek-Wah Tan |
| 1994 | Exploratory Model Building. Raj Bhatnagar |
| 1994 | From Influence Diagrams to junction Trees. Frank Jensen, Finn Verner Jensen, Søren L. Dittmer |
| 1994 | Fuzzy Geometric Relations to Represent Hierarchical Spatial Information. Stephane Lapointe, René Proulx |
| 1994 | General Belief Measures. Emil Weydert |
| 1994 | Generating Bayesian Networks from Probablity Logic Knowledge Bases. Peter Haddawy |
| 1994 | Generating Graphoids from Generalised Conditional Probability. Nic Wilson |
| 1994 | Generating New Beliefs from Old. Fahiem Bacchus, Adam J. Grove, Joseph Y. Halpern, Daphne Koller |
| 1994 | Global Conditioning for Probabilistic Inference in Belief Networks. Ross D. Shachter, Stig K. Andersen, Peter Szolovits |
| 1994 | Ignorance and the Expressiveness of Single- and Set-Valued Probability Models of Belief. Paul Snow |
| 1994 | Incremental Dynamic Construction of Layered Polytree Networks. Keung-Chi Ng, Tod S. Levitt |
| 1994 | Induction of Selective Bayesian Classifiers. Pat Langley, Stephanie Sage |
| 1994 | Integrating Planning and Execution in Stochastic Domains. Richard Dearden, Craig Boutilier |
| 1994 | Intercausal Independence and Heterogeneous Factorization. Nevin Lianwen Zhang, David L. Poole |
| 1994 | Knowledge Engineering for Large Belief Networks. Malcolm Pradhan, Gregory M. Provan, Blackford Middleton, Max Henrion |
| 1994 | Laplace's Method Approximations for Probabilistic Inference in Belief Networks with Continuous Variables. Adriano Azevedo-Filho, Ross D. Shachter |
| 1994 | Learning Bayesian Networks: The Combination of Knowledge and Statistical Data. David Heckerman, Dan Geiger, David Maxwell Chickering |
| 1994 | Learning Gaussian Networks. Dan Geiger, David Heckerman |
| 1994 | Learning in Multi-Level Stochastic Games with Delayed Information. Edward A. Billard |
| 1994 | Localized Partial Evaluation of Belief Networks. Denise Draper, Steve Hanks |
| 1994 | Model-based Diagnosis with Qualitative Temporal Uncertainty. Wolfgang Nejdl, Johann Gamper |
| 1994 | Models of Consensus for Multiple Agent Systems. Daniel E. O'Leary |
| 1994 | Modus Ponens Generating Function in the Class of \Lambda-Valuations of Plausibility. Ildar Z. Batyrshin |
| 1994 | On Axiomatization of Probabilistic Conditional Independencies. S. K. Michael Wong, Zhiwei Wang |
| 1994 | On Modal Logics for Qualitative Possibility in a Fuzzy Setting. Petr Hájek, Dagmar Harmancová, Francesc Esteva, Pere Garcia, Lluís Godo |
| 1994 | On Testing Whether an Embedded Bayesian Network Represents a Probability Model. Dan Geiger, Azaria Paz, Judea Pearl |
| 1994 | On the Relation between Kappa Calculus and Probabilistic Reasoning. Adnan Darwiche, Moisés Goldszmidt |
| 1994 | Operator Selection While Planning Under Uncertainty. Todd Michael Mansell, Grahame B. Smith |
| 1994 | Optimal junction Trees. Finn Verner Jensen, Frank Jensen |
| 1994 | Penalty Logic and its Link with Dempster-Shafer Theory. Florence Dupin de Saint-Cyr, Jérôme Lang, Thomas Schiex |
| 1994 | Planning with External Events. Jim Blythe |
| 1994 | Possibilistic Conditioning and Propagation. Yen-Teh Hsia |
| 1994 | Possibility and Necessity Functions over Non-Classical Logics. Philippe Besnard, Jérôme Lang |
| 1994 | Probabilistic Constraint Satisfaction with Non-Gaussian Noise. Russ B. Altman, Cheng Che Chen, William B. Poland, Jaswinder Pal Singh |
| 1994 | Probabilistic Description Logics. Jochen Heinsohn |
| 1994 | Properties of Bayesian Belief Network Learning Algorithms. Remco R. Bouckaert |
| 1994 | Reduction of Computational Complexity in Bayesian Networks Through Removal of Weak Dependences. Uffe Kjærulff |
| 1994 | Robust Planning in Uncertain Environments. Stephen G. Pimentel, Lawrence M. Brem |
| 1994 | Semigraphoids Are Two-Antecedental Approximations of Stochastic Conditional Independence Models. Milan Studený |
| 1994 | Solving Asymmetric Decision Problems with Influence Diagrams. Runping Qi, Nevin Lianwen Zhang, David L. Poole |
| 1994 | Some Properties of joint Probability Distributions. Marek J. Druzdzel |
| 1994 | State-Space Abstraction for Anytime Evaluation of Probabilistic Networks. Michael P. Wellman, Chao-Lin Liu |
| 1994 | Symbolic Probabilistic Inference in Large BN20 Networks. Bruce D'Ambrosio |
| 1994 | Syntax-based Default Reasoning as Probabilistic Model-based Diagnosis. Jérôme Lang |
| 1994 | The Automated Mapping of Plans for Plan Recognition. Marcus J. Huber, Edmund H. Durfee, Michael P. Wellman |
| 1994 | Three Approaches to Probability Model Selection. William B. Poland, Ross D. Shachter |
| 1994 | UAI '94: Proceedings of the Tenth Annual Conference on Uncertainty in Artificial Intelligence, Seattle, Washington, USA, July 29-31, 1994 Ramón López de Mántaras, David Poole |
| 1994 | Using New Data to Refine a Bayesian Network. Wai Lam, Fahiem Bacchus |
| 1994 | Value of Evidence on Influence Diagrams. Kazuo J. Ezawa |