| 1994 | Stability bounds of momentum coefficient and learning rate in backpropagation algorithm. | Ziqiang Mao, Tien C. Hsia |
| 1994 | Synchronization in a neural network of phase oscillators with time delayed coupling. | Tatyana Luzyanina |
| 1994 | Incremental increased complexity training. | Jacques Ludik, Ian Cloete |
| 1994 | Approximation of continuous functions by RBF and KBF networks. | Vera Kurkov, Katerina Hlavckov |
| 1994 | Concerning the formation of chaotic behaviour in recurrent neural networks. | Thorsten Kolb, Karsten Berns |
| 1994 | Self-organizing maps based on differential equations. | Andreas Kanstein, Karl Goser |
| 1994 | Diluted neural networks with binary couplings: a replica symmetry breaking calculation of the storage capacity. | J. Iwanski, J. Schietse |
| 1994 | Stochastics of on-line back-propagation. | Tom Heskes |
| 1994 | High-order Boltzmann machines applied to the Monk's problems. | Manuel Graa, Vctor Lavn Puente, Alicia D'Anjou, Francisco X. Albizuri, Jos Antonio Lozano |
| 1994 | Stability and bifurcation in an autoassociative memory model. | William G. Gibson, John Robinson, Christopher M. Thomas |
| 1994 | A non linear Kohonen algorithm. | Jean-Claude Fort, Gilles Pags |
| 1994 | Combining multi-layer perceptrons in classification problems. | Enrica Filippi, Mario Costa, Eros Pasero |
| 1994 | A comparison of two weight pruning methods. | Olivier Fambon, Christian Jutten |
| 1994 | Instabilities in self-organized feature maps with short neighbourhood range. | Ralf Der, J. Michael Herrmann |
| 1994 | Two or three things that we know about the Kohonen algorithm. | Marie Cottrell, Jean-Claude Fort, Gilles Pags |
| 1994 | Estimation of performance bounds in supervised classification. | Pierre Comon, Jean-Luc Voz, Michel Verleysen |
| 1994 | Capabilities of a structured neural network. Learning and comparison with classical techniques. | Joan Codina, Juan Carlos Aguado, Josep M. Fuertes |
| 1994 | A comparison of neural networks, linear controllers, genetic algorithms and simulated annealing for real time control. | Marcello Chiaberge, Juan Julin Merelo Guervs, Leonardo Maria Reyneri, Alberto Prieto, L. Zocca |
| 1994 | An explicit comparison of spike dynamics and firing rate dynamics in neural network modeling. | Franois Chapeau-Blondeau, Nicolas Chambet |
| 1994 | Noise reduction by multi-target learning. | John A. Bullinaria |
| 1994 | Variable binding in a neural network using a distributed representation. | Antony Browne, John R. Pilkington |
| 1994 | Model selection for neural networks: comparing MDL and NIC. | Guido M. te Brake, Joost N. Kok, Paul M. B. Vitnyi |
| 1994 | Storage capacity of the reversed wedge perceptron with binary connections. | Geert Jan Bex, Roger Serneels |
| 1994 | VLSI complexity reduction by piece-wise approximation of the sigmoid function. | Valeriu Beiu, J. A. Peperstraete, Joos Vandewalle, Rudy Lauwereins |
| 1994 | A constructive training algorithm for feedforward neural networks with ternary weights. | Frdric Aviolat, Eddy Mayoraz |