| 1994 | Techniques for the Visualisation of Genetic Algorithms. | Tom Routen |
| 1994 | Evolutionary Strategies for Solving Frustrated Problems. | Helge Ros, Werner Ebeling, Johannes Schuchhardt |
| 1994 | Learning by Adapting Representations in Genetic Programming. | Justinian P. Rosca, Dana H. Ballard |
| 1994 | Applying Crossover Operators to Automatic Neural Network Construction. | Steve G. Romaniuk |
| 1994 | Problem Solving Using Cultural Algorithms. | Robert G. Reynolds, William Sverdlik |
| 1994 | The Difficulty of Roving Eyes. | Craig W. Reynolds |
| 1994 | A Genetic Algorithm for Floorplan Area Optimization. | Matteo Sonza Reorda, Maurizio Rebaudengo |
| 1994 | A Genetic Algorithm for Channel Routing using Inter-Cluster Mutation. | B. B. Prahlada Rao, Lalit M. Patnaik, R. C. Hansdah |
| 1994 | Improving a Vehicle Routing Heuristic Through Genetic Search. | Jean-Yves Potvin, Danny Dub |
| 1994 | Balancing Exploration with Exploitation - Solving Mazes With Real Numbered Search Spaces. | Anthony G. Pipe, Terence C. Fogarty, Alan F. T. Winfield |
| 1994 | Evolutionary Solutions to a Highly Constrained Combinatorial Problem. | Roberto Piola |
| 1994 | Dynamic Scheduling of Computer Tasks Using Genetic Algorithms. | Carlos Alberto Gonzalez Pico, Roger L. Wainwright |
| 1994 | Regular Language Induction with Genetic Programming. | Frederick E. Petry, Bertrand Daniel Dunay, Bill P. Buckles |
| 1994 | The Use of Genetic Programming to Build Queries for Information Retrieval. | Frederick E. Petry, Bill P. Buckles, Thyagarajan Sadasivan, Donald H. Kraft |
| 1994 | Fuzzy Clustering With Genetic Search. | Frederick E. Petry, Bill P. Buckles, Dev Prabhu, Roy George, Radhakrishnan Srikanth |
| 1994 | Varying Quality Function in Genetic Algorithms and the Cutting Problem. | Vassilios Petridis, Spiridon A. Kazarlis |
| 1994 | The Effect of Population Enrichment in Genetic Programming. | John E. Perry |
| 1994 | Stack-Based Genetic Programming. | Timothy Perkis |
| 1994 | NN'S and GA'S: Evolving Co-Operative Behaviour in Adaptive Learning Agents. | Mukesh J. Patel, Vittorio Maniezzo |
| 1994 | Clique Finding - A Genetic Approach. | Parthasarathy Guturu, Ammanamanchi Srinivasa Murthy, V. U. K. Sastry |
| 1994 | Representing Trees in Genetic Algorithms. | Charles C. Palmer, Aaron Kershenbaum |
| 1994 | Two Solutions to the General Timetable Problem Using Evolutionary Methods. | Ben Paechter, Henri Luchian, Andrew Cumming, Mihai Petriuc |
| 1994 | Using a Genetic Algorithm to Optimize Problems with Feasability Constraints. | David Orvosh, Lawrence Davis |
| 1994 | Penalty Functions and the Knapsack Problem. | Anne L. Olsen |
| 1994 | Evolutionary Design of Application Tailored Neural Networks. | Zoran Obradovic, Rangarajan Srikumar |