| 1996 | The Kindest Cut: Minimum Message Length Segmentation. | Rohan A. Baxter, Jonathan J. Oliver |
| 1996 | Incorporating Hypothetical Knowledge into the Process of Inductive Synthesis. | Janis Barzdins, Ugis Sarkans |
| 1996 | The Complexity of Exactly Learning Algebraic Concepts. (Extended Abstract). | Vikraman Arvind, N. V. Vinodchandran |
| 1996 | Transformations that Preserve Learnability. | Andris Ambainis, Rusins Freivalds |
| 1995 | Noisy Inference and Oracles. | Frank Stephan |
| 1995 | Language Learning from Membership Queries and Characteristic Examples. | Hiroshi Sakamoto |
| 1995 | Grammatical Inference: An Old and New Paradigm. | Yasubumi Sakakibara |
| 1995 | Analogical Logic Program Synthesis Algorithm That Can Refute Inappropriate Similarities. | Ken Sadohara, Makoto Haraguchi |
| 1995 | Incremental Learning of Logic Programs. | M. R. K. Krishna Rao |
| 1995 | Inductive Constraint Logic. | Luc De Raedt, Wim Van Laer |
| 1995 | Complexity of Network Training for Classes of Neural Networks. | Charles C. Pinter |
| 1995 | Learning Sparse Linear Combinations of Basis Functions over a Finite Domain. | Atsuyoshi Nakamura, Shinji Miura |
| 1995 | Learning Orthogonal | Akira Miyashiro, Eiji Takimoto, Yoshifumi Sakai, Akira Maruoka |
| 1995 | Probabilistic Language Learning Under Monotonicity Constraints. | La Meyer |
| 1995 | Learning Strongly Deterministic Even Linear Languages from Positive Examples. | Takeshi Koshiba, Erkki Mkinen, Yuji Takada |
| 1995 | Technical and Scientific Issues of KDD (or: Is KDD a Science?). | Yves Kodratoff |
| 1995 | On Approximately Identifying Concept Classes in the Limit. | Satoshi Kobayashi, Takashi Yokomori |
| 1995 | Inferring a DNA Sequence from Erroneous Copies (Abstract). | John D. Kececioglu, Ming Li, John Tromp |
| 1995 | Simulating Teams with Many Conjectures. | Bala Kalyanasundaram, Mahendran Velauthapillai |
| 1995 | Editor's Introduction. | Klaus P. Jantke, Takeshi Shinohara, Thomas Zeugmann |
| 1995 | Reflecting and Self-Confident Inductive Inference Machines. | Klaus P. Jantke |
| 1995 | Learning Ordered Binary Decision Diagrams. | Ricard Gavald, David Guijarro |
| 1995 | Efficient Learning of Real Time One-Counter Automata. | Amr F. Fahmy, Robert S. Roos |
| 1995 | The Complexity of Learning Minor Closed Graph Classes. | Carlos Domingo, John Shawe-Taylor |
| 1995 | Simple PAC Learning of Simple Decision Lists. | Jorge Castro, Jos L. Balczar |