| 2001 | Bounds on the Generalization Ability of Bayesian Inference and Gibbs Algorithms. | Olivier Teytaud, Hlne Paugam-Moisy |
| 2001 | Self-Organizing Topology Evolution of Turing Neural Networks. | Christof Teuscher, Eduardo Sanchez |
| 2001 | Neural Nets for Short Movements in Natural Language Processing. | Neill R. Taylor, John G. Taylor |
| 2001 | Kinematic Control and Obstacle Avoidance for Redundant Manipulators Using a Recurrent Neural Network. | Wai Sum Tang, Cherry Miu Ling Lam, Jun Wang |
| 2001 | Mixture of Probabilistic Factor Analysis Model and Its Applications. | Masahiro Tanaka |
| 2001 | A Probabilistic Approach to High-Resolution Sleep Analysis. | Peter Sykacek, Stephen J. Roberts, Iead Rezek, Arthur Flexer, Georg Dorffner |
| 2001 | A Design of Neural-Net Based Self-Tuning PID Controllers. | Michiyo Suzuki, Toru Yamamoto, Kazuo Kawada, Hiroyuki Sogo |
| 2001 | Generalized Relevance LVQ for Time Series. | Marc Strickert, Thorsten Bojer, Barbara Hammer |
| 2001 | Accelerating RBF Network Simulation by Using Multimedia Extensions of Modern Microprocessors. | Alfred Strey, Martin Bange |
| 2001 | Neural Architecture for Mental Imaging of Sequences Based on Optical Flow Predictions. | Volker Stephan, Horst-Michael Gross |
| 2001 | Neural Networks for Adaptive Processing of Structured Data. | Alessandro Sperduti |
| 2001 | Clustering of EEG-Segments Using Hierarchical Agglomerative Methods and Self-Organizing Maps. | David Sommer, Martin Golz |
| 2001 | Using Depressing Synapses for Phase Locked Auditory Onset Detection. | Leslie S. Smith |
| 2001 | Evoked Potential Signal Estimation Using Gaussian Radial Basis Function Network. | G. Sita, A. G. Ramakrishnan |
| 2001 | Exponential Transients in Continuous-Time Symmetric Hopfield Nets. | Jir Sma, Pekka Orponen |
| 2001 | Close-Class-Set Discrimination Method for Recognition of Stop_Consonant-Vowel Utterances Using Support Vector Machines. | Chellu Chandra Sekhar, Kazuya Takeda, Fumitada Itakura |
| 2001 | The Bayesian Committee Support Vector Machine. | Anton Schwaighofer, Volker Tresp |
| 2001 | Fast Curvature Matrix-Vector Products. | Nicol N. Schraudolph |
| 2001 | Product Unit Neural Networks with Constant Depth and Superlinear VC Dimension. | Michael Schmitt |
| 2001 | Complexity of Learning for Networks of Spiking Neurons with Nonlinear Synaptic Interactions. | Michael Schmitt |
| 2001 | A Model of Horizontal 360° Object Localization Based on Binaural Hearing and Monocular Vision. | Carsten Schauer, Horst-Michael Gross |
| 2001 | Discriminative Dimensionality Reduction Based on Generalized LVQ. | Atsushi Sato |
| 2001 | Gaussian Radial Basis Functions and Inner-Product Spaces. | Irwin W. Sandberg |
| 2001 | Markov Chain Model Approximating the Hodgkin-Huxley Neuron. | Yuichi Sakumura, Norio Konno, Kazuyuki Aihara |
| 2001 | Neural Adaptive Force Control for Compliant Robots. | Nadia Saadia, Yassine Amirat, Jean Pontnau, Amar Ramdane-Cherif |