| 2012 | A Large-Scale Spiking Neural Network Accelerator for FPGA Systems. | Kit Cheung, Simon R. Schultz, Wayne Luk |
| 2012 | Dynamics and Oscillations of GHNNs with Time-Varying Delay. | Farouk Chrif |
| 2012 | Improving ANNs Performance on Unbalanced Data with an AUC-Based Learning Algorithm. | Cristiano Leite Castro, Antnio de Pdua Braga |
| 2012 | Timing Self-generated Actions for Sensory Streaming. | Angel A. Caputi |
| 2012 | Protein Structural Blocks Representation and Search through Unsupervised NN. | Virginio Cantoni, Alessio Ferone, Ozlem Ozbudak, Alfredo Petrosino |
| 2012 | Learning Deep Belief Networks from Non-stationary Streams. | Roberto Calandra, Tapani Raiko, Marc Peter Deisenroth, Federico Montesino-Pouzols |
| 2012 | One-Class Classification through Optimized Feature Boundaries Detection and Prototype Reduction. | George G. Cabral, Adriano L. I. Oliveira |
| 2012 | Neural Architectures for Global Solar Irradiation and Air Temperature Prediction. | Pierrick Bruneau, Laurence Boudet, Ccilia Damon |
| 2012 | Regulation toward Self-organized Criticality in a Recurrent Spiking Neural Reservoir. | Simon Brodeur, Jean Rouat |
| 2012 | Training Restricted Boltzmann Machines with Multi-tempering: Harnessing Parallelization. | Philemon Brakel, Sander Dieleman, Benjamin Schrauwen |
| 2012 | Extraction of Prototype-Based Threshold Rules Using Neural Training Procedure. | Marcin Blachnik, Miroslaw Kordos, Wlodzislaw Duch |
| 2012 | Feature Ranking Methods Used for Selection of Prototypes. | Marcin Blachnik, Wlodzislaw Duch, Tomasz Maszczyk |
| 2012 | Kinetic Modelling of Synaptic Functions in the Alpha Rhythm Neural Mass Model. | Basabdatta Sen Bhattacharya, Damien Coyle, Liam P. Maguire, Jill Stewart |
| 2012 | A MDRNN-SVM Hybrid Model for Cursive Offline Handwriting Recognition. | Byron Leite Dantas Bezerra, Cleber Zanchettin, Vincius Braga de Andrade |
| 2012 | Real-Time Simulations of Synchronization in a Conductance-Based Neuronal Network with a Digital FPGA Hardware-Core. | Marcel Beuler, Aubin Tchaptchet, Werner Bonath, Svetlana Postnova, Hans Albert Braun |
| 2012 | The Counter-Change Model of Motion Perception: An Account Based on Dynamic Field Theory. | Michael Berger, Christian Faubel, Joseph Norman, Howard S. Hock, Gregor Schner |
| 2012 | Learning Sequence Neighbourhood Metrics. | Justin Bayer, Christian Osendorfer, Patrick van der Smagt |
| 2012 | A Communication Infrastructure for Emulating Large-Scale Neural Networks Models. | Andres Gaona Barrera, Juan-Manuel Moreno Arstegui |
| 2012 | A Generative Multiset Kernel for Structured Data. | Davide Bacciu, Alessio Micheli, Alessandro Sperduti |
| 2012 | Contour Detection by CORF Operator. | George Azzopardi, Nicolai Petkov |
| 2012 | New Dynamic Classifiers Selection Approach for Handwritten Recognition. | Nabiha Azizi, Nadir Farah, Abdel Ennaji |
| 2012 | A Rule Chaining Architecture Using a Correlation Matrix Memory. | James Austin, Stephen Hobson, Nathan Burles, Simon O'Keefe |
| 2012 | Visual Categorization Based on Learning Contextual Probabilistic Latent Component Tree. | Masayasu Atsumi |
| 2012 | Spike Transmission on Diverging/Converging Neural Network and Its Implementation on a Multilevel Modeling Platform. | Yoshiyuki Asai, Alessandro E. P. Villa |
| 2012 | A Hybrid Model for S&P500 Index Forecasting. | Ricardo de A. Arajo, Adriano L. I. Oliveira, Silvio R. L. Meira |