| 2012 | Modeling of Spiking Analog Neural Circuits with Hebbian Learning, Using Amorphous Semiconductor Thin Film Transistors with Silicon Oxide Nitride Semiconductor Split Gates. | Richard Wood, Ian C. Bruce, Peter Mascher |
| 2012 | Estimating Quantities: Comparing Simple Heuristics and Machine Learning Algorithms. | Jan K. Woike, Ulrich Hoffrage, Ralph Hertwig |
| 2012 | Bayesian Inference with Efficient Neural Population Codes. | Xue-Xin Wei, Alan A. Stocker |
| 2012 | Some Things Psychopathologies Can Tell Us about Consciousness. | Roseli Suzi Wedemann, Lus Alfredo V. de Carvalho |
| 2012 | Hybrid Optimized Polynomial Neural Networks with Polynomial Neurons and Fuzzy Polynomial Neurons. | Dan Wang, Donghong Ji, Wei Huang |
| 2012 | Generating Motion Trajectories by Sparse Activation of Learned Motion Primitives. | Christian Vollmer, Julian Eggert, Horst-Michael Gro |
| 2012 | Dynamic Stopping Improves the Speed and Accuracy of a P300 Speller. | Hannes Verschore, Pieter-Jan Kindermans, David Verstraeten, Benjamin Schrauwen |
| 2012 | Emergence of Connectivity Patterns from Long-Term and Short-Term Plasticities. | Eleni Vasilaki, Michele Giugliano |
| 2012 | Analogical Inferences in the Family Trees Task: A Review. | Sergio Varona-Moya, Pedro L. Cobos |
| 2012 | A Computational Geometry Approach for Pareto-Optimal Selection of Neural Networks. | Luiz C. B. Torres, Cristiano Leite Castro, Antnio de Pdua Braga |
| 2012 | How Degrading Networks Can Increase Cognitive Functions. | Adam R. Tomkins, Mark D. Humphries, Christian Beste, Eleni Vasilaki, Kevin N. Gurney |
| 2012 | Adaptive Exploration Using Stochastic Neurons. | Michel Tokic, Gnther Palm |
| 2012 | Examining an Evaluation Mechanism of Metaphor Generation with Experiments and Computational Model Simulation. | Asuka Terai, Keiga Abe, Masanori Nakagawa |
| 2012 | Estimation of Causal Orders in a Linear Non-Gaussian Acyclic Model: A Method Robust against Latent Confounders. | Tatsuya Tashiro, Shohei Shimizu, Aapo Hyvrinen, Takashi Washio |
| 2012 | Complex-Valued Multilayer Perceptron Search Utilizing Eigen Vector Descent and Reducibility Mapping. | Shinya Suzumura, Ryohei Nakano |
| 2012 | The Application of Gaussian Processes in the Predictions of Permeability across Mammalian Membranes. | Yi Sun, Marc B. Brown, Maria Prapopoulou, Rod Adams, Neil Davey, Gary P. Moss |
| 2012 | Comparison of Long-Term Adaptivity for Neural Networks. | Frank-Florian Steege, Horst-Michael Gro |
| 2012 | Adaptive SVM-Based Classification Increases Performance of a MEG-Based Brain-Computer Interface (BCI). | Martin Spler, Wolfgang Rosenstiel, Martin Bogdan |
| 2012 | Classification of Distorted Patterns by Feed-Forward Spiking Neural Networks. | Ioana Sporea, Andr Grning |
| 2012 | Evolving Dendritic Morphology and Parameters in Biologically Realistic Model Neurons for Pattern Recognition. | Giseli de Sousa, Reinoud Maex, Rod Adams, Neil Davey, Volker Steuber |
| 2012 | Impact of Frequency on the Energetic Efficiency of Action Potentials. | Anand Singh, Pierre J. Magistretti, Bruno Weber, Renaud Jolivet |
| 2012 | Neural Network Providing Integrative Perception of Features and Subsecond Temporal Parameters of Sensory Stimuli. | Isabella Silks |
| 2012 | Exploratory Behaviour Depends on Multisensory Integration during Spatial Learning. | Denis Sheynikhovich, Flix Grzes, Jean-Rmi King, Angelo Arleo |
| 2012 | An Effect of Short and Long Reciprocal Projections on Evolution of Hierarchical Neural Networks. | Vladyslav V. Shaposhnyk, Alessandro E. P. Villa |
| 2012 | Using a Support Vector Machine and Sampling to Classify Compounds as Potential Transdermal Enhancers. | Alpa Shah, Gary P. Moss, Yi Sun, Rod Adams, Neil Davey, Simon C. Wilkinson |