| 1992 | Learning Hierarchical Rule Sets. | Jyrki Kivinen, Heikki Mannila, Esko Ukkonen |
| 1992 | The Learning Complexity of Smooth Functions of a Single Variable. | Don Kimber, Philip M. Long |
| 1992 | Cryptographic Lower Bounds for Learnability of Boolean Functions on the Uniform Distribution. | Michael Kharitonov |
| 1992 | Toward Efficient Agnostic Learning. | Michael J. Kearns, Robert E. Schapire, Linda Sellie |
| 1992 | Language Learning from Stochastic Input. | Shyam Kapur, Gianfranco Bilardi |
| 1992 | Case-Based Learning in Inductive Inference. | Klaus P. Jantke |
| 1992 | A Computational Model of Teaching. | Jeffrey C. Jackson, Andrew Tomkins |
| 1992 | Robust Trainability of Single Neurons. | Klaus-Uwe Hffgen, Hans Ulrich Simon |
| 1992 | Some Weak Learning Results. | David P. Helmbold, Manfred K. Warmuth |
| 1992 | Learning | Sally A. Goldman, H. David Mathias |
| 1992 | An Improved Boosting Algorithm and Its Implications on Learning Complexity. | Yoav Freund |
| 1992 | On the Role of Procrastination for Machine Learning. | Rusins Freivalds, Carl H. Smith |
| 1992 | Learning DNF Formulae Under Classes of Probability Distributions. | Michele Flammini, Alberto Marchetti-Spaccamela, Ludek Kucera |
| 1992 | PAC-Learnability of Determinate Logic Programs. | Saso Dzeroski, Stephen H. Muggleton, Stuart Russell |
| 1992 | Breaking the Probability | Robert P. Daley, Bala Kalyanasundaram, Mahendran Velauthapillai |
| 1992 | Learnability of Description Logics. | William W. Cohen, Haym Hirsh |
| 1992 | Degrees of Inferability. | Peter Cholak, Efim B. Kinber, Rodney G. Downey, Martin Kummer, Lance Fortnow, Stuart A. Kurtz, William I. Gasarch, Theodore A. Slaman |
| 1992 | On-line Learning of Rectangles. | Zhixiang Chen, Wolfgang Maass |
| 1992 | On Learning Limiting Programs. | John Case, Sanjay Jain, Arun Sharma |
| 1992 | Learning Stochastic Functions by Smooth Simultaneous Estimation. | Kevin Buescher, P. R. Kumar |
| 1992 | Learning Boolean Read-Once Formulas with Arbitrary Symmetric and Constant Fan-in Gates. | Nader H. Bshouty, Thomas R. Hancock, Lisa Hellerstein |
| 1992 | A Training Algorithm for Optimal Margin Classifiers. | Bernhard E. Boser, Isabelle Guyon, Vladimir Vapnik |
| 1992 | Learning Switching Concepts. | Avrim Blum, Prasad Chalasani |
| 1992 | Polynomial Iniform Convergence and Polynomial-Sample Learnability. | Alberto Bertoni, Paola Campadelli, Anna Morpurgo, Sandra Panizza |
| 1992 | Absolute Error Bounds for Learning Linear Functions Online. | Ethan Bernstein |