| 2011 | Emerging Bayesian Priors in a Self-Organizing Recurrent Network. | Andreea Lazar, Gordon Pipa, Jochen Triesch |
| 2011 | Momentum Acceleration of Least-Squares Support Vector Machines. | Jorge Lpez Lzaro, lvaro Barbero Jimnez, Jos R. Dorronsoro |
| 2011 | Complex-Valued Independent Component Analysis of Natural Images. | Valero Laparra, Michael Gutmann, Jess Malo, Aapo Hyvrinen |
| 2011 | Binary Patterns Identification by Vector Neural Network with Measure of Proximity between Neuron States. | Vladimir Kryzhanovsky |
| 2011 | View-Tuned Approximate Partial Matching Kernel from Hierarchical Growing Neural Gases. | Marco Kortkamp, Sven Wachsmuth |
| 2011 | Temperature Prediction in Electric Arc Furnace with Neural Network Tree. | Miroslaw Kordos, Marcin Blachnik, Tadeusz Wieczorek |
| 2011 | ESN Intrinsic Plasticity versus Reservoir Stability. | Petia D. Koprinkova-Hristova, Gnther Palm |
| 2011 | Neural Network Solution of Optimal Control Problem with Control and State Constraints. | Tibor Kmet |
| 2011 | On the Problem of Finding the Least Number of Features by L1-Norm Minimisation. | Sascha Klement, Thomas Martinetz |
| 2011 | Transformation Equivariant Boltzmann Machines. | Jyri J. Kivinen, Christopher K. I. Williams |
| 2011 | An Information Geometrical View of Stationary Subspace Analysis. | Motoaki Kawanabe, Wojciech Samek, Paul von Bnau, Frank C. Meinecke |
| 2011 | Face Prediction from fMRI Data during Movie Stimulus: Strategies for Feature Selection. | Jukka-Pekka Kauppi, Heikki Huttunen, Heikki Korkala, Iiro P. Jskelinen, Mikko Sams, Jussi Tohka |
| 2011 | Transformation of Edge Weights in a Graph Bipartitioning Problem. | Iakov M. Karandashev, Boris V. Kryzhanovsky |
| 2011 | A Perceptual Memory System for Affordance Learning in Humanoid Robots. | Marc Kammer, Marko Tscherepanow, Thomas Schack, Yukie Nagai |
| 2011 | Explicit Class Structure by Weighted Cooperative Learning. | Ryotaro Kamimura |
| 2011 | OrBEAGLE: Integrating Orthography into a Holographic Model of the Lexicon. | George Kachergis, Gregory E. Cox, Michael N. Jones |
| 2011 | SOS-HMM: Self-Organizing Structure of Hidden Markov Model. | Rakia Jaziri, Mustapha Lebbah, Youns Bennani, Jean-Hugues Chenot |
| 2011 | Improving Gaussian Process Value Function Approximation in Policy Gradient Algorithms. | Hunor Jakab, Lehel Csat |
| 2011 | Automatic Seizure Detection Incorporating Structural Information. | Borbla Hunyadi, Maarten De Vos, Marco Signoretto, Johan A. K. Suykens, Wim Van Paesschen, Sabine Van Huffel |
| 2011 | Observational Learning Based on Models of Overlapping Pathways. | Emmanouil Hourdakis, Panos E. Trahanias |
| 2011 | Transforming Auto-Encoders. | Geoffrey E. Hinton, Alex Krizhevsky, Sida D. Wang |
| 2011 | A Computationally Efficient Information Estimator for Weighted Data. | Hideitsu Hino, Noboru Murata |
| 2011 | Weakly Supervised Learning of Foreground-Background Segmentation Using Masked RBMs. | Nicolas Heess, Nicolas Le Roux, John M. Winn |
| 2011 | Sparse Spatio-temporal Gaussian Processes with General Likelihoods. | Jouni Hartikainen, Jaakko Riihimki, Simo Srkk |
| 2011 | Ensemble-Teacher Learning through a Perceptron Rule with a Margin. | Kazuyuki Hara, Seiji Miyoshi |