| 1993 | Acceleration of Learning in Binary Choice Problems. | Yoshiyuki Kabashima, Shigeru Shinomoto |
| 1993 | Probability is More Powerful Than Team for Language Identification from Positive Data. | Sanjay Jain, Arun Sharma |
| 1993 | Learning and Robust Learning of Product Distributions. | Klaus-Uwe Hffgen |
| 1993 | Keeping the Neural Networks Simple by Minimizing the Description Length of the Weights. | Geoffrey E. Hinton, Drew van Camp |
| 1993 | Learning | Thomas R. Hancock |
| 1993 | Genetic Algorithms and Machine Learning. | John J. Grefenstette |
| 1993 | Average Case Analysis of the Clipped Hebb Rule for Nonoverlapping Perception Networks. | Mostefa Golea, Mario Marchand |
| 1993 | Learning Binary Relations Using Weighted Majority Voting. | Sally A. Goldman, Manfred K. Warmuth |
| 1993 | Teaching a Smart Learner. | Sally A. Goldman, H. David Mathias |
| 1993 | Bounding the Vapnik-Chervonenkis Dimension of Concept Classes Parameterized by Real Numbers. | Paul Goldberg, Mark Jerrum |
| 1993 | On the Impact of Forgetting on Learning Machines. | Rusins Freivalds, Efim B. Kinber, Carl H. Smith |
| 1993 | On the Average Tractability of Binary Integer Programming and the Curious Transition to Perfect Generalization in Learning Majority Functions. | Shao C. Fang, Santosh S. Venkatesh |
| 1993 | Choosing a Reliable Hypothesis. | William S. Evans, Sridhar Rajagopalan, Umesh V. Vazirani |
| 1993 | Parameterized Learning Complexity. | Rodney G. Downey, Patricia A. Evans, Michael R. Fellows |
| 1993 | Statistical Queries and Faulty PAC Oracles. | Scott E. Decatur |
| 1993 | Rate of Approximation Results Motivated by Robust Neural Network Learning. | Christian Darken, Michael Donahue, Leonid Gurvits, Eduardo D. Sontag |
| 1993 | Capabilities of fallible FINite Learning. | Robert P. Daley, Bala Kalyanasundaram, Mahendran Velauthapillai |
| 1993 | Capabilities of Probabilistic Learners with Bounded Mind Changes. | Robert P. Daley, Bala Kalyanasundaram |
| 1993 | Learning Unions of Two Rectangles in the Plane with Equivalence Queries. | Zhixiang Chen |
| 1993 | Polynomial Learnability of Linear Threshold Approximations. | Tom Bylander |
| 1993 | Asking Questions to Minimize Errors. | Nader H. Bshouty, Sally A. Goldman, Thomas R. Hancock, Sleiman Matar |
| 1993 | Efficient Identification of Regular Expressions from Representative Examples. | Alvis Brazma |
| 1993 | Amplification of Weak Learning under the Uniform Distribution. | Dan Boneh, Richard J. Lipton |
| 1993 | On Learning Embedded Symmetric Concepts. | Avrim Blum, Prasad Chalasani, Jeffrey C. Jackson |
| 1993 | Worst-Case Quadratic Loss Bounds for a Generalization of the Widrow-Hoff Rule. | Nicol Cesa-Bianchi, Philip M. Long, Manfred K. Warmuth |