| 1994 | Evolutionary Algorithm for Path Planning in Mobile Robot Environment. | Hoi-Shan Lin, Jing Xiao, Zbigniew Michalewicz |
| 1994 | Application of Genetic Programming in Analyzing Multiple Steady States of Dynamical Systems. | Ming-Yi Lay |
| 1994 | S.T.E.P.: The Easiest Way to Optimize a Function. | Stefan Langerman, Gregory Seront, Hugues Bersini |
| 1994 | Automated Feature Extraction for Supervised Learning. | Philip D. Laird, Ronald Saul |
| 1994 | Genetic Algorithms in Musical Style Oriented Generation. | Pauli Laine, Mika Kuuskankare |
| 1994 | Genetic Algorithm and Simulated Annealing for Optimal Robot Arm PID Control. | D. P. Kwok, Fang Sheng |
| 1994 | Acquisition of the Various Coordinated Motions of Multi-Agent System on Soccer Game. | Masao Kubo, Yukinori Kakazu |
| 1994 | Recognizing Patterns in Protein Sequences Using Iteration-Performing Calculations in Genetic Programming. | John R. Koza |
| 1994 | Modifications of Genetic Algorithms for Designing and Optimizing Fuzzy Controllers. | Frank Klawonn, Jens Kinzel, Rudolf Kruse |
| 1994 | Fitness Landscapes and Difficulty in Genetic Programming. | Kenneth E. Kinnear Jr. |
| 1994 | An Anti-Adaptationist Approach to Genetic Algorithms. | Mark Juric |
| 1994 | On the Use of Non-Stationary Penalty Functions to Solve Nonlinear Constrained Optimization Problems with GA's. | Jeffrey A. Joines, Christopher R. Houck |
| 1994 | Pattern Fed Objects: A New Approach for Textured Image Segmentation. | Christophe Jacquelin, Gilles Hejblum, Andr Aurengo |
| 1994 | Typed Expressions Evolution of Artificial Nervous Systems. | Christian Jacob |
| 1994 | Incremental Prediction of Side-Chain Conformation of Proteins by a Genetic Algorithm. | Hiroshi Iijima, Yusuke Naito |
| 1994 | System Identification Approach to Genetic Programming. | Hitoshi Iba, Taisuke Sato, Hugo de Garis |
| 1994 | A Genetic Algorithm Approach for Set Covering Problems. | Wen-Chih Huang, Cheng-Yan Kao, Jorng-Tzong Horng |
| 1994 | A Niched Pareto Genetic Algorithm for Multiobjective Optimization. | Jeffrey Horn, Nicholas Nafpliotis, David E. Goldberg |
| 1994 | A Genetic Algorithm for Database Query Optimization. | Jorng-Tzong Horng, Baw-Jhiune Liu, Cheng-Yan Kao |
| 1994 | Mapping, Order-Independent Genes and the Knapsack Problem. | Robert Hinterding |
| 1994 | Hierarchical Fuzzy Reasoning. | Yasuhisa Hasegawa, Toshio Fukuda, Koji Shimojima |
| 1994 | An Empirical Comparison of Two Evolutionary Methods for Satisfiability Problems. | Jin-Kao Hao, Raphal Dorne |
| 1994 | Automated Learning of a Detector for the Cores of (Alpha)-Helics in Protein Sequences via Genetic Programming. | Simon Handley |
| 1994 | On the Use of Directed Acyclic Graph to Represent a Population of Computer Programs. | Simon Handley |
| 1994 | Genetic Algorithms and Simulated Annealing for Gene Mapping. | John A. Gunnels, Paul Cull, James L. Holloway |