| 1992 | A Note on the Query Complexity of Learning DFA (Extended Abstract). | Jos L. Balczar, Josep Daz, Ricard Gavald, Osamu Watanabe |
| 1992 | On PAC Learnability of Functional Dependencies. | Tatsuya Akutsu, Atsuhiro Takasu |
| 1992 | Regularization Learning of Neural Networks for Generalization. | Shotaro Akaho |
| 1991 | Learning non-parametric densities by finite-dimensional parametric hypotheses. | Kenji Yamanishi |
| 1991 | A knowledge transfer model: From zero-knowledge to full-knowledge. | Yasuyuki Tsukada, Kenji Koyama |
| 1991 | Polynomial-time identification of very regular languages in the limit. | Noriyuki Tanida, Takashi Yokomori |
| 1991 | On the role of equivalence queries in MAT learning. | Seiichi Tani |
| 1991 | Recovery from multiple faults in relational theory. | Somkiat Tangkitvanich, Masamichi Shimura |
| 1991 | Relationships between PAC-learning algorithms and weak Occam algorithms. | Eiji Takimoto, Akira Maruoka |
| 1991 | ACE: A syntax-directed editor customizable from examples and queries. | Yuji Takada, Yasubumi Sakakibara, Takeshi Ohtani |
| 1991 | The use of abstract primitives in representing the meanings of "Verbs" for understanding metaphors. | Masaki Suwa, Hiroshi Motoda |
| 1991 | Inductive inferability for formal languages from positive data. | Masako Sato, Kazutaka Umayahara |
| 1991 | Towards learning by abstraction. | Seiichiro Sakurai, Makoto Haraguchi |
| 1991 | Inductive inference of formal languages from positive data enumerated primitive-recursively. | Akito Sakurai |
| 1991 | The logic of molecular geneticists for the understanding of genetic information. | Yoshifumi Sakai |
| 1991 | Analogical reasoning as a form of hypothetical reasoning and justification-based knowledge acquisition. | Ryohei Orihara |
| 1991 | Knowledge-intensive learning in connectionist networks. | Akira Namatame |
| 1991 | Characterization of pattern languages. | Yasuhito Mukouchi |
| 1991 | Which classes of elementary formal systems are polynomial-time learnable. | Satoru Miyano, Ayumi Shinohara, Takeshi Shinohara |
| 1991 | Analogical reasoning using elementary formal systems with mismatch. | Tetsuhiro Miyahara |
| 1991 | Learning simple Boolean concepts. | Nick Littlestone |
| 1991 | An interactive knowledge transfer model and analysis of "Mastermind" game. | Kenji Koyama, Tony W. Lai |
| 1991 | Learning effect of a dynamic thesaurus in associated information retrieval. | Haruo Kimoto, Toshiaki Iwadera |
| 1991 | A form of analogy as an abductive inference. | Makoto Haraguchi |
| 1991 | Analogy is NP-hard. | Shinji Furuya, Satoru Miyano |