| 1994 | Optimal Population Size under Constant Computation Cost. | Ryohei Nakano, Yuval Davidor, Takeshi Yamada |
| 1994 | Diffuse Pattern Learning with Fuzzy ARTMAP and PASS. | Jorge Muruzbal, Alberto Muoz |
| 1994 | Control of Parallel Population Dynamics by Social-Like Behavior of GA-Individuals. | Dirk C. Mattfeld, Herbert Kopfer, Christian Bierwirth |
| 1994 | Genetic Algorithms on LAN-message Passing Architectures using PVM: Application to the Routing Problem. | Francisco Javier Marn Martn, Oswaldo Trelles-Salazar, Francisco Sandoval Hernndez |
| 1994 | Derivative Operators for Preference Predicate Evolution. | David H. Lorenz |
| 1994 | An Evolutionary Algorithm for the Routing of Multi-Chip Modules. | Jens Lienig, Holger Brandt |
| 1994 | Problem-Independent Parallel Simulated Annealing using Selection and Migration. | Per S. Laursen |
| 1994 | Soft Selection in D-optimal Designs. | Iwona Karcz-Duleba |
| 1994 | Genetic L-System Programming. | Christian Jacob |
| 1994 | The Weighted Graph Bi-Partitioning Problem: A Look at GA Performance. | Hiroaki Inayoshi, Bernard Manderick |
| 1994 | Artificial Spacing Patterns in a Network of Interacting Celloids. | Hiroaki Inayoshi |
| 1994 | Genetic Programming with Local Hill-Climbing. | Hitoshi Iba, Hugo de Garis, Taisuke Sato |
| 1994 | Long Path Problems. | Jeffrey Horn, David E. Goldberg, Kalyanmoy Deb |
| 1994 | Genetic Algorithm Based Design Optimization Of CMOS VLSI Circuits. | Anthony M. Hill, Sung-Mo Kang |
| 1994 | Applying Evolvable Hardware to Autonomous Agents. | Tetsuya Higuchi, Hitoshi Iba, Bernard Manderick |
| 1994 | Different Learning Algorithms for Neural Networks - A Comparative Study. | Jochen Heistermann |
| 1994 | Implementation of Standard Genetic Algorithm on MIMD Machines. | Rainer Hauser, Reinhard Mnner |
| 1994 | On the Complexity of Learning in Classifier Systems. | Uwe Hartmann |
| 1994 | Evolution Strategies on Noisy Functions: How to Improve Convergence Properties. | Ulrich Hammel, Thomas Bck |
| 1994 | Q-Learning in Evolutionary Rule Based Systems. | Antonella Giani, Fabrizio Baiardi, Antonina Starita |
| 1994 | Dynamic Training Subset Selection for Supervised Learning in Genetic Programming. | Chris Gathercole, Peter Ross |
| 1994 | Genetic algorithms with multi-parent recombination. | A. E. Eiben, Paul-Erik Rau, Zsfia Ruttkay |
| 1994 | Advanced Correlation Analysis of Operators for the Traveling Salesman Problem. | John Dzubera, L. Darrell Whitley |
| 1994 | A Genetic Algorithm Discovers Particle-Based Computation in Cellular Automata. | Rajarshi Das, Melanie Mitchell, James P. Crutchfield |
| 1994 | Using a Genetic Algorithm to Search for the Representational Bias of a Collective Reinforcement Learner. | Helen G. Cobb, Peter Bock |