| 1990 | A Self-Organizing Network Composed of Symbol Nodes With Location Parameter. Ryuichi Oka |
| 1990 | Algorithmic Learning Theory, First International Workshop, ALT '90, Tokyo, Japan, October 8-10, 1990, Proceedings Setsuo Arikawa, Shigeki Goto, Setsuo Ohsuga, Takashi Yokomori |
| 1990 | Analog by Simulation - A Weak Justification Method (Preliminary Report). Jun Arima |
| 1990 | Analogical Reasoning Based on Higher-Order Unification. Masateru Harao |
| 1990 | Anomalous Learning Helps Succinctness (Extended Abstract). John Case, Sanjay Jain, Arun Sharma |
| 1990 | Approximate Inference and Scientific Method. Mark A. Fulk, Sanjay Jain |
| 1990 | Deciding What to Learn in Explanation-Based Macro-Rule Learning. Toshikazu Tanaka |
| 1990 | Decision Theoretic Generalizations of the PAC Learning Model. David Haussler |
| 1990 | EBG and Term-Rewriting Systems. Philip D. Laird, Evan Gamble |
| 1990 | Efficient Induction of Logic Programs. Stephen H. Muggleton, Cao Feng |
| 1990 | Exact Learning of Semilinear Sets. Yuji Takada, Kunihiko Hiraishi, Yasubumi Sakakibara |
| 1990 | Inductive Inference of Monotonic Formal Systems from Positive Data. Takeshi Shinohara |
| 1990 | Inductive Inference of Term Rewriting Systems Realizing Algebras. Atsushi Togashi, Shoichi Noguchi |
| 1990 | Inductive Logic Programming. Stephen H. Muggleton |
| 1990 | Learning Commutative Deterministic Finite State Automata in Polynomial Time. Naoki Abe |
| 1990 | Learning Equal Matrix Grammers and Multitape Automata with Structural Information. Yuji Takada |
| 1990 | Learning Locally Testable Languages in the Strict Sense. Pedro García, Enrique Vidal, José Oncina |
| 1990 | Learning the Distribution in the Extended PAC Model. Nicolò Cesa-Bianchi |
| 1990 | Mathematical Theory of Neural Learning. Shun-ichi Amari |
| 1990 | Model Inference of Constrained Recursive Figures. Shuling Liu, Masami Hagiya |
| 1990 | Monotonic and Non-Monotonic Inductive Inference. Klaus P. Jantke |
| 1990 | Occam Algorithms for Learning From Noisy Examples. Yasubumi Sakakibara |
| 1990 | On Inductive Learning for Three Kinds of Data Structures. Tatsuo Unemi |
| 1990 | On Paraphrasing-Based Analogical Reasoning. Ryohei Orihara, Akihiko Ohsuga, Yoichi Kusui |
| 1990 | On the Role of Interpretive Analogy in Learning. Bipin Indurkhya |
| 1990 | Polynomial-Time Inference of Pattern Languages. Steffen Lange, Rolf Wiehagen |
| 1990 | Reliable and Useful Learning with Uniform Probability Distributions. Jyrki Kivinen |
| 1990 | Structured Neural Networks and Their Flash Learning. Akira Namatame |
| 1990 | Synthesis of Rewrite Programs by Higher-Order and Semantic Unification. Masami Hagiya |
| 1990 | Teachability in Computational Learning. Ayumi Shinohara, Satoru Miyano |
| 1990 | The Algorithms of Recognition of the Functional Sites in Genetic Texts. Vladimir D. Gusev, Nadia A. Chuzhanova |
| 1990 | The Function-Acquisition Paradigm in a Knowledge-Based Concept-Synthesis Environment. B. Shekar, M. Narasimha Murty, G. Krishna |