| 1996 | A Class of Prolog Programs Inferable from Positive Data. M. R. K. Krishna Rao |
| 1996 | Algorithmic Learning Theory, 7th International Workshop, ALT '96, Sydney, Australia, October 23-25, 1996, Proceedings Setsuo Arikawa, Arun Sharma |
| 1996 | Boosting First-Order Learning. J. Ross Quinlan |
| 1996 | Constructive Learning of Translations Based on Dictionaries. Noriko Sugimoto, Kouichi Hirata, Hiroki Ishizaka |
| 1996 | Cost-Sensitive Feature Reduction Applied to a Hybrid Genetic Algorithm. Nada Lavrac, Dragan Gamberger, Peter D. Turney |
| 1996 | Effects of Feature Selection with 'Blurring' on NeuroFuzzy Systems. Selwyn Piramuthu |
| 1996 | Efficient Learning of Real Time Two-Counter Automata (Extended Abstract). Amr F. Fahmy, Robert S. Roos |
| 1996 | Genetic Fitness Optimization Using Rapidly Mixing Markov Chains. Paul M. B. Vitányi |
| 1996 | Improved Bounds about On-line Learning of Smooth Functions of a Single Variable. Philip M. Long |
| 1996 | Incorporating Hypothetical Knowledge into the Process of Inductive Synthesis. Janis Barzdins, Ugis Sarkans |
| 1996 | Induction of Constraint Logic Programs. Lionel Martin, Christel Vrain |
| 1996 | Inductive Inference of Unbounded Unions of Pattern Languages from Positive Data. Takeshi Shinohara, Hiroki Arimura |
| 1996 | Inductive Logic Programming Beyond Logical Implication. Jianguo Lu, Jun Arima |
| 1996 | Learnability of Exclusive-Or Expansion Based on Monotone DNF Formulas. Eiji Takimoto, Yoshifumi Sakai, Akira Maruoka |
| 1996 | Learning a Representation for Optimizable Formulas. Hans Kleine Büning, Theodor Lettmann |
| 1996 | Learning by Erasing. Steffen Lange, Rolf Wiehagen, Thomas Zeugmann |
| 1996 | Limits of Exact Algorithms For Inference of Minimum Size Finite State Machines. Arlindo L. Oliveira, Stephen Edwards |
| 1996 | MML Estimation of the Parameters of the Sherical Fisher Distribution. David L. Dowe, Jonathan J. Oliver, Chris S. Wallace |
| 1996 | Managing Complexity in Neurodial Circuits. Leslie G. Valiant |
| 1996 | Noise Elimination in Inductive Concept Learning: A Case Study in Medical Diagnosois. Dragan Gamberger, Nada Lavrac, Saso Dzeroski |
| 1996 | On Learning and Co-learning of Minimal Programs. Sanjay Jain, Efim B. Kinber, Rolf Wiehagen |
| 1996 | Probabilitic Limit Identification up to "Small" Sets. Juris Viksna |
| 1996 | Query Learning of Bounded-Width OBDDs. Atsuyoshi Nakamura |
| 1996 | Reducing Complexity of Decision Trees with Two Variable Tests. R. A. Pearson, E. K. T. Smith |
| 1996 | Reflecting Inductive Inference Machines and Its Improvement by Therapy. Gunter Grieser |
| 1996 | The Complexity of Exactly Learning Algebraic Concepts. (Extended Abstract). Vikraman Arvind, N. V. Vinodchandran |
| 1996 | The Kindest Cut: Minimum Message Length Segmentation. Rohan A. Baxter, Jonathan J. Oliver |
| 1996 | Transformations that Preserve Learnability. Andris Ambainis, Rusins Freivalds |
| 1996 | Vacillatory and BC Learning on Noisy Data. John Case, Sanjay Jain, Frank Stephan |