| 2012 | An Efficient Way of Combining SVMs for Handwritten Digit Recognition. | Renata F. P. Neves, Cleber Zanchettin, Alberto N. G. Lopes Filho |
| 2012 | Control of a Free-Falling Cat by Policy-Based Reinforcement Learning. | Daichi Nakano, Shin-ichi Maeda, Shin Ishii |
| 2012 | Adaptive Neural Oscillator with Synaptic Plasticity Enabling Fast Resonance Tuning. | Timo Nachstedt, Florentin Wrgtter, Poramate Manoonpong |
| 2012 | A New Distance for Probability Measures Based on the Estimation of Level Sets. | Alberto Muoz, Gabriel Martos, Javier Arriero, Javier Gonzalez |
| 2012 | Self-calibrating Marker Tracking in 3D with Event-Based Vision Sensors. | Georg R. Mller, Jrg Conradt |
| 2012 | Simulating Light Adaptation in the Retina with Rod-Cone Coupling. | Kendi Muchungi, Matthew Casey |
| 2012 | Hybrid Ensembles Using Hopfield Neural Networks and Haar-Like Features for Face Detection. | Nils Meins, Stefan Wermter, Cornelius Weber |
| 2012 | Stochastic Techniques in Influence Diagrams for Learning Bayesian Network Structure. | Michal Matuszak, Jacek Miekisz |
| 2012 | A Robust Objective Function of Joint Approximate Diagonalization. | Yoshitatsu Matsuda, Kazunori Yamaguchi |
| 2012 | A Novel Bifurcation-Based Synthesis of Asynchronous Cellular Automaton Based Neuron. | Takashi Matsubara, Hiroyuki Torikai |
| 2012 | A Proposed Neural Control for the Trajectory Tracking of a Nonholonomic Mobile Robot with Disturbances. | Nardenio Almeida Martins, Maycol de Alencar, Warody C. Lombardi, Douglas Bertol, Edson R. de Pieri, Humberto Filho |
| 2012 | Simplifying ConvNets for Fast Learning. | Franck Mamalet, Christophe Garcia |
| 2012 | Selecting β-Divergence for Nonnegative Matrix Factorization by Score Matching. | Zhiyun Lu, Zhirong Yang, Erkki Oja |
| 2012 | Self-organized Reservoirs and Their Hierarchies. | Mantas Lukosevicius |
| 2012 | Low Complexity Proto-Value Function Learning from Sensory Observations with Incremental Slow Feature Analysis. | Matthew D. Luciw, Jrgen Schmidhuber |
| 2012 | Learning to Imitate YMCA with an ESN. | Rikke Amilde Lvlid |
| 2012 | Learning Method Inspired on Swarm Intelligence for Fuzzy Cognitive Maps: Travel Behaviour Modelling. | Maikel Len, Lusine Mkrtchyan, Benot Depaire, Da Ruan, Rafael Bello, Koen Vanhoof |
| 2012 | TrueSkill-Based Pairwise Coupling for Multi-class Classification. | Jong-Seok Lee |
| 2012 | Learning Representations for Animated Motion Sequence and Implied Motion Recognition. | Georg Layher, Martin A. Giese, Heiko Neumann |
| 2012 | Some Comparisons of Networks with Radial and Kernel Units. | Vera Kurkov |
| 2012 | Vector Perceptron Learning Algorithm Using Linear Programming. | Vladimir Kryzhanovsky, Irina Zhelavskaya, Anatoly B. Fonarev |
| 2012 | Neural PCA and Maximum Likelihood Hebbian Learning on the GPU. | Pavel Krmer, Emilio Corchado, Vclav Snsel, Jan Platos, Laura Garca-Hernandez |
| 2012 | Reservoir Sizes and Feedback Weights Interact Non-linearly in Echo State Networks. | Danil Koryakin, Martin V. Butz |
| 2012 | Instance Selection with Neural Networks for Regression Problems. | Miroslaw Kordos, Marcin Blachnik |
| 2012 | Electricity Load Forecasting: A Weekday-Based Approach. | Irena Koprinska, Mashud Rana, Vassilios G. Agelidis |