| 1996 | Simulation of an inner plexiform layer neural circuit in vertebrate retina leads to sustained and transient excitation. | Greg Maguire, Simon X. Yang |
| 1996 | Evolving neural network learning behaviours with set-based chromosomes. | Simon M. Lucas |
| 1996 | Neural model for visual contrast detection. | Enno Littmann, Heiko Neumann, Luiz Pessoa |
| 1996 | Maximum covariance method for weight initialization of multilayer perceptron network. | Mikko Lehtokangas, Petri Korpisaari, Kimmo Kaski |
| 1996 | On the critical points of the 1-dimensional competitive learning vector quantization algorithm. | Damien Lamberton, Gilles Pags |
| 1996 | An algorithm for training multilayer networks on non-numerical data. | Wojtek Kowalczyk |
| 1996 | Constraining of weights using regularities. | Joost N. Kok, Elena Marchiori, Massimo Marchiori, Claudio Rossi |
| 1996 | Identification of gait patterns with self-organizing maps based on ground reaction force. | Monika Khle, Dieter Merkl |
| 1996 | Recurrent least square learning for quasi-parallel principal component analysis. | Wlodzimierz Kasprzak, Andrzej Cichocki |
| 1996 | Neural approaches to independent component analysis and source separation. | Juha Karhunen |
| 1996 | Rates of approximation of real-valued boolean functions by neural networks. | Katerina Hlavckov, Vera Kurkov |
| 1996 | Application of high-order Boltzmann machines in OCR. | A. de la Hera, Manuel Graa, Alicia D'Anjou, F. Xabier Albizuri |
| 1996 | Interpreting data through neural and statistical tools. | Anne Gurin-Dugu, Carlos Avils-Cruz, Patricia Palagi |
| 1996 | On unlearnable problems -or- A model for premature saturation in backpropagation learning. | Christian Goerick, Werner von Seelen |
| 1996 | Growing self-organizing networks - Why ? | Bernd Fritzke |
| 1996 | Quantization vs Organization in the Kohonen S.O.M. | Jean-Claude Fort, Gilles Pags |
| 1996 | On global self-organizing maps. | Wlodzislaw Duch, Antoine Naud |
| 1996 | Adaptative time constants improve the dynamic features of recurrent neural networks. | Jean-Philippe Draye, Davor Pavisic, Guy Cheron, Gaetan Libert |
| 1996 | Fast signal recognition and detection using ART1 neural networks and nonlinear preprocessing units based on time delay embeddings. | Radu Dogaru, A. T. Murgan, Cristina Comaniciu |
| 1996 | A Kohonen map representation to avoid misleading interpretations. | Marie Cottrell, Eric de Bodt |
| 1996 | Neural network application: rainfall forecasting system in Hong Kong. | Tommy W. S. Chow, Siu-Yeung Cho |
| 1996 | Combining sigmoids and radial basis functions in evolutive neural architectures. | Rachida Chentouf, Christian Jutten |
| 1996 | The extraction of Sugeno fuzzy rules from neural networks. | Adelmo Luis Cechin, Ulrich Epperlein, Wolfgang Rosenstiel, Bernhard Koppenhoefer |
| 1996 | Praticing Q-learning. | Jrg Bruske, Ingo Ahrns, Gerald Sommer |
| 1996 | Regulated Activation Weights Neural Network (RAWN). | Hubert A. B. te Braake, H. J. L. van Can, Gerrit van Straten, Henk B. Verbruggen |