| 1994 | A Logic for Default Reasoning About Probabilities. | Manfred Jaeger |
| 1994 | The Automated Mapping of Plans for Plan Recognition. | Marcus J. Huber, Edmund H. Durfee, Michael P. Wellman |
| 1994 | Possibilistic Conditioning and Propagation. | Yen-Teh Hsia |
| 1994 | An Alternative Proof Method for Possibilistic Logic and its Application to Terminological Logics. | Bernhard Hollunder |
| 1994 | An Experimental Comparison of Numerical and Qualitative Probabilistic Reasoning. | Max Henrion, Gregory M. Provan, Brendan Del Favero, Gillian Sanders |
| 1994 | Probabilistic Description Logics. | Jochen Heinsohn |
| 1994 | A Decision-based View of Causality. | David Heckerman, Ross D. Shachter |
| 1994 | Learning Bayesian Networks: The Combination of Knowledge and Statistical Data. | David Heckerman, Dan Geiger, David Maxwell Chickering |
| 1994 | A New Look at Causal Independence. | David Heckerman, John S. Breese |
| 1994 | On Modal Logics for Qualitative Possibility in a Fuzzy Setting. | Petr Hjek, Dagmar Harmancov, Francesc Esteva, Pere Garcia, Llus Godo |
| 1994 | Abstracting Probabilistic Actions. | Peter Haddawy, AnHai Doan |
| 1994 | Generating Bayesian Networks from Probablity Logic Knowledge Bases. | Peter Haddawy |
| 1994 | Epsilon-Safe Planning. | Robert P. Goldman, Mark S. Boddy |
| 1994 | On Testing Whether an Embedded Bayesian Network Represents a Probability Model. | Dan Geiger, Azaria Paz, Judea Pearl |
| 1994 | Learning Gaussian Networks. | Dan Geiger, David Heckerman |
| 1994 | Backward Simulation in Bayesian Networks. | Robert M. Fung, Brendan Del Favero |
| 1994 | Conditional Independence in Possibility Theory. | Pascale Fonck |
| 1994 | Value of Evidence on Influence Diagrams. | Kazuo J. Ezawa |
| 1994 | An Ordinal View of Independence with Application to Plausible Reasoning. | Didier Dubois, Luis Farias del Cerro, Andreas Herzig, Henri Prade |
| 1994 | Some Properties of joint Probability Distributions. | Marek J. Druzdzel |
| 1994 | A Probablistic Model of Action for Least-Commitment Planning with Information Gathering. | Denise Draper, Steve Hanks, Daniel S. Weld |
| 1994 | Localized Partial Evaluation of Belief Networks. | Denise Draper, Steve Hanks |
| 1994 | Integrating Planning and Execution in Stochastic Domains. | Richard Dearden, Craig Boutilier |
| 1994 | A Structured, Probabilistic Representation of Action. | Ron Davidson, Michael R. Fehling |
| 1994 | On the Relation between Kappa Calculus and Probabilistic Reasoning. | Adnan Darwiche, Moiss Goldszmidt |