| 1994 | Effects of Occam's Razor in Evolving Sigma-Pi Neural Nets. | Byoung-Tak Zhang |
| 1994 | A Diploid Genetic Algorithm for Preserving Population Diversity - pseudo-Meiosis GA. | Yukiko Yoshida, Nobue Adachi |
| 1994 | A Representation Scheme To Perform Program Induction in a Canonical Genetic Algorithm. | Mark Wineberg, Franz Oppacher |
| 1994 | Lamarckian Evolution, The Baldwin Effect and Function Optimization. | L. Darrell Whitley, V. Scott Gordon, Keith E. Mathias |
| 1994 | Adaptive Crossover Using Automata. | Tony White, Franz Oppacher |
| 1994 | Genetic Improvement of Railway Timetables. | Michiel C. van Wezel, Joost N. Kok, J. van den Berg, W. van Kampen |
| 1994 | Mutation Operators for Structure Evolutionof Neural Networks. | Uwe Utecht, Karsten Trint |
| 1994 | Convergence Models of Genetic Algorithm Selection Schemes. | Dirk Thierens, David E. Goldberg |
| 1994 | A Modified Edge Recombination Operator for the Travelling Salesman Problem. | Anthony Yiu-Cheung Tang, Kwong-Sak Leung |
| 1994 | RPL2: A Language and Parallel Framework for Evolutionary Computing. | Patrick D. Surry, Nicholas J. Radcliffe |
| 1994 | Loosely Coupled Distributed Genetic Algorithms. | Franciszek Seredynski |
| 1994 | Controlling Crossover through Inductive Learning. | Michle Sebag, Marc Schoenauer |
| 1994 | Strategy Adaption by Competing Subpopulations. | Dirk Schlierkamp-Voosen, Heinz Mhlenbein |
| 1994 | Controlling Dynamics of GA through Filtered Evaluation Function. | Hidenori Sakanashi, Keiji Suzuki, Yukinori Kakazu |
| 1994 | An Evolutionary Algorithm for Integer Programming. | Gnter Rudolph |
| 1994 | Improving Evolutionary Timetabling with Delta Evaluation and Directed Mutation. | Peter Ross, David Corne, Hsiao-Lan Fang |
| 1994 | Genetic Lander: An Experiment in Accurate Neuro-Genetic Control. | Edmund M. A. Ronald, Marc Schoenauer |
| 1994 | System Design under Uncertainty: Evolutionary Optimization of the Gravity Probe-B Spacecraft. | Samuel P. Pullen, Bradford W. Parkinson |
| 1994 | A Cooperative Coevolutionary Approach to Function Optimization. | Mitchell A. Potter, Kenneth A. De Jong |
| 1994 | Hybrid Adaptive Heuristic Critic Architectures for Learning in Mazes with Continuous Search Spaces. | Anthony G. Pipe, Terence C. Fogarty, Alan F. T. Winfield |
| 1994 | Co-evolutionary Constraint Satisfaction. | Jan Paredis |
| 1994 | Selection Schemes with Spatial Isolation for Genetic Optimization. | Kroly F. Pl |
| 1994 | Step-Size Adaption Based on Non-Local Use of Selection Information. | Andreas Ostermeier, Andreas Gawelczyk, Nikolaus Hansen |
| 1994 | Program Search with a Hierarchical Variable Lenght Representation: Genetic Programming, Simulated Annealing and Hill Climbing. | Una-May O'Reilly, Franz Oppacher |
| 1994 | Simulation of Exaptive Behaviour. | Pedro Paulo Balbi de Oliveira |