| 1951 | August |  | A Machine That Learns - W. G. Walter |
| 1952 | | | A measure of asymptotic efficiency for tests of a hypothesis based on the sum of observations - H. Chernoff |
| 1957 | | | Logical Networks and Probability - F. H. George |
| 1958 | | | The Perceptron: A Probabilistic Model for Information Storage and Organization in the Brain - F. Rosenblatt |
| 1959 | | | Computers and thought - A. L. Samuel |
| | | Inductive machines and the problem of learning - F. H. George |
| July | | Some studies in machine learning using the game of checkers - A. L. Samuel |
| 1960 | | | Adaptive Switching Circuits - B. Widrow and M. E. Hoff |
| | | Information-theoretical aspects of inductive and deductive inference - S. Watanabe |
| 1962 | | | A Note on the self-consistency definitions of generalization and inductive inference - Kramer |
| | | A remark on discovery algorithms for grammars - E. Shamir |
| 1963 | | | Human acquisition of concepts for sequential patterns - H. A. Simon and K. Kotovsky |
| | | Real Analysis - H. Royden |
| March | | Probability inequalities for sums of bounded random variables - W. Hoeffding |
| 1964 | | | Automation, using LISP, of inductive inference on sequences - M. Pivar and M. Finkelstein |
| | | The LISP program for inductive inference on sequences - M. Pivar and E. Gord |
| | | A Formal Theory of Inductive Inference: Part 1 - R. J. Solomonoff |
| | | Techniques using LISP for automatically discovering interesting relations in data - E. Fredkin |
| | | A Formal Theory of Inductive Inference: Part 2 - R. J. Solomonoff |
| 1965 | | | Learning Machines - N. J. Nilsson |
| | | Behavior of sequential predictors of binary sequences - T. Cover |
| | | Limiting Recursion - E. M. Gold |
| | | Geometrical and Statistical Properties of Systems of Linear Inequalities with Applications in Pattern Recognition - T. M. Cover |
| | | Models of Goal Seeking and Learning - M. Gold |
| 1966 | | | Some Sequence Extrapolating Programs: a Study of Representation and Modeling in Inquiring Systems - S. Persson |
| 1967 | | | First thoughts on grammatical inference - J. A. Feldman |
| | | Language Identification in the Limit - E. M. Gold |
| January | | Nearest Neighbor Pattern Classification - T. M. Cover and P. E. Hart |
| 1968 | | | The Handbook of Artificial Intelligence - P. R. Cohen and E. A. Feigenbaum |
| | | An Information Measure for Classification - C. S. Wallace and D. M. Boulton |
