| 1985 | |  | Recursiveness of the Enumerating Functions Increases the Inferrability of Recursively Enumerable Sets - R. Freivalds |
| | | Computer Output - D. Osherson |
| | | A Study of Inductive Inference machines - M. Fulk |
| | | Feature Discovery by Competitive Learning - D. E. Rumelhart and D. Zipser |
| | | Learning Disjunctions of Conjunctions - L. G. Valiant |
| | | Adaptive Signal Processing - B. Widrow and S. Stearns |
| | | Projection Pursuit - Peter J. Huber |
| | | Minimum Description Length Principle - J. Rissanen |
| | | Inductive inference of almost everywhere correct programs by reliably working strategies - E. B. Kinber and T. Zeugmann |
| | | A Learning Algorithm for Boltzmann Machines - D. H. Ackley, G. E. Hinton and T. J. Sejnowski |
| | | The Logic of Learning: a Basis for Pattern Recognition and for Improvement of Performance - R. B. Banerji |
| | | On Machine Inductive Inference of approximations - J. Royer |
| | | The Effect of Multiple Knowledge Sources on Learning and Teaching - R. Hall, E. Wenger, D. Kibler and P. Langley |
| | | An adaptive network that constructs and uses an internal model of its world - R. S. Sutton and A. G. Barto |
| | | Realization of boolean functions with a small number of zeros by disjunctive normal forms, and related problems - Y. Zhuravlev and Y. Kogan |
| | | Probabilistic Inductive Inference Ph.D Thesis - L. Pitt |
| January | | Justified Generalization: Acquiring Procedures from Examples - P. M. Andreae |
| February | | The Schema Mechanism: A Conception of Constructivist Intelligence - G. L. Drescher |
| June | | Bayesian Networks: A Model of Self-Activated Memory for Evidential Reasoning - J. Pearl |
| | | Bayes Decision Methods - J. Pearl |
| July | | Knowledge Growth in an Artificial Animal - S. W. Wilson |
| | | A Method for Managing Evidential Reasoning in a Hierarchical Hypothesis Space - J. Gordon and E. H. Shortliffe |
| September | | How to do with Probabilities What People Say You Can’t - J. Pearl |
| | | Prototype Nonintrusive Appliance Load Monitor - G. W. Hart |
| | | On the Hidden Markov Model and Dynamic Time Warping for Speech Recognition - A Unified View - B. Juang |
| | | On Evidential Reasoning In A Hierarchy Of Hypothesis - J. Pearl |
| October | | Inferring the structure of a Markov chain from its output - S. Rudich |
| November | | Vector Quantization in Speech Coding - J. Makhoul, S. Roucos and H. Gish |
| December | | GRAPHOIDS: A Graph-Based Logic for Reasoning about Relevance Relations, or When would x tell you more about y if you already know z - J. Pearl and A. Paz |
