| 1994 | A Statistical Approach to Decision Tree Modeling. Michael I. Jordan |
| 1994 | An Optimal Parallel Algorithm for Learning DFA. José L. Balcázar, Josep Díaz, Ricard Gavaldà, Osamu Watanabe |
| 1994 | An Optimal-Control Application of Two Paradigms of On-Line Learning. V. G. Vovk |
| 1994 | Approximate Methods for Sequential Decision Making Using Expert Advice. Thomas H. Chung |
| 1994 | Bayesian Inductive Logic Programming. Stephen H. Muggleton |
| 1994 | CLASSIC Learning. Michael Frazier, Leonard Pitt |
| 1994 | Co-Learning of Total Recursive Functions. Rusins Freivalds, Marek Karpinski, Carl H. Smith |
| 1994 | Efficient Agnostic PAC-Learning with Simple Hypothesis. Wolfgang Maass |
| 1994 | Efficient Learning of Continuous Neural Networks. Pascal Koiran |
| 1994 | Efficient Reinforcement Learning. Claude-Nicolas Fiechter |
| 1994 | Exploiting Random Walks for Learning. Peter L. Bartlett, Paul Fischer, Klaus-Uwe Höffgen |
| 1994 | Fat-Shattering and the Learnability of Real-Valued Functions. Peter L. Bartlett, Philip M. Long, Robert C. Williamson |
| 1994 | Frequencies vs Biases: Machine Learning Problems in Natural Language Processing (Extended Abstract). Fernando C. N. Pereira |
| 1994 | Generalization in Partially Connected Layered Neural Networks. Kyung-Hoon Kwon, Kukjin Kang, Jong-Hoon Oh |
| 1994 | Geometrical Concept Learning and Convex Polytopes. Tibor Hegedüs |
| 1994 | Inclusion Problems in Parallel Learning and Games (Extended Abstract). Martin Kummer, Frank Stephan |
| 1994 | Inference and Minimization of Hidden Markov Chains. David Gillman, Michael Sipser |
| 1994 | Learning Linear Threshold Functions in the Presence of Classification Noise. Tom Bylander |
| 1994 | Learning Monotone Log-Term DNF Formulas. Yoshifumi Sakai, Akira Maruoka |
| 1994 | Learning One-Dimensional Geometric Patterns Under One-Sided Random Misclassification Noise. Paul W. Goldberg, Sally A. Goldman |
| 1994 | Learning Probabilistic Automata with Variable Memory Length. Dana Ron, Yoram Singer, Naftali Tishby |
| 1994 | Learning Structurally Reversible Context-Free Grammars from Queries and Counterexamples in Polynomial Time. Andrey Burago |
| 1994 | Learning Unions of Boxes with Membership and Equivalence Queries. Paul W. Goldberg, Sally A. Goldman, H. David Mathias |
| 1994 | Learning from a Consistently Ignorant Teacher. Michael Frazier, Sally A. Goldman, Nina Mishra, Leonard Pitt |
| 1994 | Learning with Malicious Membership Queries and Exceptions (Extended Abstract). Dana Angluin, Martins Krikis |
| 1994 | Learning with Queries but Incomplete Information (Extended Abstract). Robert H. Sloan, György Turán |
| 1994 | Lower Bounds on the VC-Dimension of Smoothly Parametrized Function Classes. Wee Sun Lee, Peter L. Bartlett, Robert C. Williamson |
| 1994 | On Learning Arithmetic Read-Once Formulas with Exponentiation (Extended Abstract). Daoud Bshouty, Nader H. Bshouty |
| 1994 | On Learning Counting Functions with Queries. Zhixiang Chen, Steven Homer |
| 1994 | On Learning Read- Avrim Blum, Roni Khardon, Eyal Kushilevitz, Leonard Pitt, Dan Roth |
| 1994 | On a Learnability Question Associated to Neural Networks with Continuous Activations (Extended Abstract). Bhaskar DasGupta, Hava T. Siegelmann, Eduardo D. Sontag |
| 1994 | On the Intrinsic Complexity of Language Identification. Sanjay Jain, Arun Sharma |
| 1994 | On the Limits of Proper Learnability of Subclasses of DNF Formulas. Krishnan Pillaipakkamnatt, Vijay Raghavan |
| 1994 | Oracles and Queries that are Sufficient for Exact Learning (Extended Abstract). Nader H. Bshouty, Richard Cleve, Sampath Kannan, Christino Tamon |
| 1994 | Playing the Matching-Shoulders Lob-Pass Game with Logarithmic Regret. Joe Kilian, Kevin J. Lang, Barak A. Pearlmutter |
| 1994 | Proceedings of the Seventh Annual ACM Conference on Computational Learning Theory, COLT 1994, New Brunswick, NJ, USA, July 12-15, 1994. Manfred K. Warmuth |
| 1994 | Rigorous Learning Curve Bounds from Statistical Mechanics. David Haussler, H. Sebastian Seung, Michael J. Kearns, Naftali Tishby |
| 1994 | The Minimum Kenji Yamanishi |
| 1994 | The Representation of Recursive Languages and Its Impact on the Efficiency of Learning. Steffen Lange |
| 1994 | The Strength of Noninclusions for Teams of Finite Learners (Extended Abstract). Martin Kummer |