Publications

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2014
Gaspers J, Panzner M, Lemme A, Cimiano P, Rohlfing KJ, Wrede S. A multi-modal corpus for evaluation of computational models for (grounded) language acquisition process. In: EACL, Workshop on Cognitive Aspects of Computer Language Learning. EACL, Workshop on Cognitive Aspects of Computer Language Learning. ; 2014.
Lemme A, Neumann K, Reinhart RF, Steil JJ. Neural Learning of Vector Fields for Encoding Stable Dynamical Systems. Neurocomputing. 2014 .
Fontana A, Soltoggio A, Wrobel B. POET: an evo-devo method to optimize the weights of a large artificial neural networks. In: Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems (ALIFE XIV). Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems (ALIFE XIV). New York City, USA: Cambridge MA: MIT Press; 2014. (1.09 MB)
Pugh JK, Soltoggio A, Stanley KO. Real-time Hebbian Learning from Autoencoder Features for Control Tasks. In: Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems (ALIFE XIV). Proceedings of the Fourteenth International Conference on the Synthesis and Simulation of Living Systems (ALIFE XIV). New York City: MIT Cambridge; 2014. Available from: http://eplex.cs.ucf.edu/papers/pugh_alife14.pdf
Soltoggio A. Short-term plasticity as cause-effect hypothesis testing in distal reward learning . Biological Cybernetics [Internet]. 2014 . Available from: http://arxiv.org/abs/1402.0710
2013
Emmerich C, Nordmann A, Swadzba A, Steil JJ, Wrede S. Assisted Gravity Compensation to Cope with the Complexity of Kinesthetic Teaching on Redundant Robots. In: International Conference on Robotics and Automation. International Conference on Robotics and Automation. Karlsruhe; 2013. Available from: http://www.cor-lab.de/system/files/main_0.pdf
Moringen J, Nordmann A, Wrede S. Cross-Platform Data Acquisition and Transformation for Whole-Systems Experimentation. In: ERF2013 Working Session on Infrastructure for Robot Analysis and Benchmarking. ERF2013 Working Session on Infrastructure for Robot Analysis and Benchmarking. Lyon; 2013. Available from: https://retf.info/sites/default/files/ERF-bag-tools.pdf
Nordmann A, Tuleu A, Wrede S. A Domain-Specific Language and Simulation Architecture for Motor Skill Exploration. In: Workshop on Software Development and Integration in Robotics (SDIR). Workshop on Software Development and Integration in Robotics (SDIR). Karlsruhe; 2013. Available from: http://pub.uni-bielefeld.de/download/2563318/2577823
Nordmann A, Tuleu A, Wrede S. A Domain-Specific Language and Simulation Architecture for the Oncilla Robot. ICRA 2013 Workshop on Developments of Simulation Tools for Robotics & Biomechanics [Internet]. 2013 . Available from: http://pub.uni-bielefeld.de/download/2579763/2579764
Land W, Tenenbuam G, Ward P, Marquardt C. Examination of visual information as a mediator of external focus benefits. Journal of Sport and Exercise Psychology [Internet]. 2013 . Available from: http://goo.gl/OD1xk0
Land W, Volchenkov D, Bläsing B, Schack T. From action representation to action execution: Exploring the links between cognitive and biomechanical levels of motor control. Frontiers in Computational Neuroscience [Internet]. 2013 . Available from: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3776155/pdf/fncom-07-00127.pdf
Land W, Frank C, Schack T. The influence of attentional focus on the development of skill representation in a complex action. Psychology of Sport and Exercise [Internet]. 2013 . Available from: https://www.uni-bielefeld.de/(en)/sport/arbeitsbereiche/ab_ii/publications/pub_pdf_archive/Land-Frank-Schack%20(2014)-Attentional-Focus-PSE.pdf
Lemme A, Freire A, Barreto G, Steil JJ. Kinesthetic teaching of visuomotor coordination for pointing by the humanoid robot iCub. Neurocomputing [Internet]. 2013 . Available from: http://www.researchgate.net/publication/236246884_Kinesthetic_teaching_of_visuomotor_coordination_for_pointing_by_the_humanoid_robot_iCub/file/50463517581934eb64.pdf
Soltoggio A, Reinhart RF, Lemme A, Steil JJ. Learning the rules of a game: neural conditioning in human-robot interaction with delayed rewards. In: Proceedings of the Third Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics - Osaka, Japan - August 2013. Proceedings of the Third Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics - Osaka, Japan - August 2013. ; 2013. Available from: http://andrea.soltoggio.net/data/projects/icub-rock-paper-scissors/soltoggioReinhartLemmeICDL2013preprint.pdf (1.77 MB)
Reinhart RF, Rolf M. Learning versatile sensorimotor coordination with goal babbling and neural associative dynamics. In: IEEE Joint International Conference on Development and Learning and Epigenetic Robotics (ICDL). IEEE Joint International Conference on Development and Learning and Epigenetic Robotics (ICDL). ; 2013. Available from: http://www.cor-lab.uni-bielefeld.de/system/files/ReinhartRolf2013-ICDL.pdf
Steil JJ, Krüger S. Lernen und Sicherheit in Interaktion mit Robotern aus Maschinensicht. In: Robotik und Gesetzgebung. Vol. 2. Robotik und Gesetzgebung. Nomos; 2013. pp. 51-71.
Frank C, Land W, Schack T. Mental representation and learning: The influence of practice on the development of mental representation structure in complex action. Psychology of Sport & Exercise [Internet]. 2013 . Available from: http://www.sciencedirect.com/science/article/pii/S1469029212001392
Soltoggio A, Lemme A. Movement Primitives as a Robotic Tool to Interpret Trajectories in Learning-by-doing. International Journal of Automation and Computing [Internet]. 2013 ;10:375-386. Available from: http://goo.gl/3Eiu7V (747.67 KB)
Emmerich C, Reinhart RF, Steil JJ. Multi-directional Continuous Association with Input-driven Neural Dynamics. Neurocomputing (Special Issue ESANN 2012). 2013 .
Neumann K, Lemme A, Steil JJ. Neural Learning of Stable Dynamical Systems based on Data-Driven Lyapunov Candidates. In: Int. Conf. Intelligent Robots and Systems (IROS). Int. Conf. Intelligent Robots and Systems (IROS). Tokio: IEEE; 2013. Available from: http://www.cor-lab.de/system/files/LemmeNeumannSteil2013.pdf
Lemme A, Neumann K, Reinhart RF, Steil JJ. Neurally imprinted stable vector fields. In: ESANN. ESANN. ; 2013. Available from: http://www.cor-lab.de/system/files/LemmeNeumannReinhartSteil2013.pdf
Soltoggio A, Lemme A, Reinhart RF, Steil JJ. Rare neural correlations implement robotic conditioning with delayed rewards and disturbances. Frontiers in Neurorobotics [Internet]. 2013 . Available from: http://andrea.soltoggio.net/data/papers/soltoggioLemmeReinhartFrontiers2013.pdf (2.01 MB)
Soltoggio A, Steil JJ. Solving the Distal Reward Problem with Rare Correlations. Neural Computation [Internet]. 2013 ;25(4):978. Available from: http://andrea.soltoggio.net/data/papers/soltoggioSteilNeuralComputation2012.pdf (896.67 KB)
Wrede S, Emmerich C, Grünberg R, Nordmann A, Swadzba A, Steil JJ. A User Study on Kinesthetic Teaching of Redundant Robots in Task and Configuration Space. Journal of Human-Robot Interaction [Internet]. 2013 ;2:56-81. Available from: http://www.cor-lab.de/system/files/main_1.pdf
Land W, Rosenbaum D, Seegelke C, Schack T. Whole-body posture planning in a complex prehension task: Prospective and retrospective effects. Acta Psychologica [Internet]. 2013 . Available from: http://www.researchgate.net/publication/255734109_Whole-body_posture_planning_in_anticipation_of_a_manual_prehension_task_Prospective_and_retrospective_effects/file/72e7e52335addc829a.pdf
Khansari M, Lemme A, Meirovitch Y, Schrauwen B, Giese MA, Steil J, Ijspeert AJ, Billard A. Workshop on Benchmarking of State-of-the-Art algorithms in Generating Human-Like Robot Reaching Motions. IEEE Humanoids. 2013 .
2012
Emmerich C, Reinhart RF, Steil JJ. Balancing of neural contributions for multi-modal hidden state association. In: European Symposium on Artificial Neural Networks. European Symposium on Artificial Neural Networks. Brugge: d-facto; 2012.
Lemme A, Meirovitch Y, Flash T, Steil JJ. Co-articulation of straight lines with an Artificial Neural Network. In: NCM 22nd Annual Meeting. NCM 22nd Annual Meeting. Venice; 2012.
Nordmann A, Wrede S. A Domain-Specific Language for Rich Motor Skill Architectures. In: 3rd International Workshop on Domain-Specific Languages and models for Robotic systems. 3rd International Workshop on Domain-Specific Languages and models for Robotic systems. Tsukuba; 2012.
Soltoggio A, Stanley KO. From Modulated Hebbian Plasticity to Simple Behavior Learning through Noise and Weight Saturation. Neural Networks Journal [Internet]. 2012 ;34. Available from: http://andrea.soltoggio.net/data/papers/soltoggioStanley2012NNs.pdf (1.01 MB)
Soltoggio A, Steil JJ. How rich motor skills empower robots at last: insights and progress of the AMARSi Project. Künstliche Intelligenz [Internet]. 2012 . Available from: http://andrea.soltoggio.net/data/papers/soltoggioSteil2012KI.pdf
Freire A, Lemme A, Steil JJ, Barreto G. Learning visuo-motor coordination for pointing without depth calculation. European Symposium on Artificial Neural Networks [Internet]. 2012 :91-96. Available from: http://www.dice.ucl.ac.be/Proceedings/esann/esannpdf/es2012-173.pdf
Reinhart RF, Steil JJ. Learning Whole Upper Body Control with Dynamic Redundancy Resolution in Coupled Associative Radial Basis Function Networks. In: IEEE/RSJ International Conference on Intelligent Robots and Systems. IEEE/RSJ International Conference on Intelligent Robots and Systems. ; 2012. Available from: http://www.cor-lab.de/system/files/ReinhartSteil-IROS2012.pdf
Lemme A, Reinhart RF, Steil JJ. Online learning and generalization of parts-based image representations by Non-Negative Sparse Autoencoders. Neural Networks [Internet]. 2012 ;33:194 – 203. Available from: http://www.cor-lab.de/system/files/LemmeReinhartSteil-NeuralNetworks.pdf
Reinhart RF, Steil JJ. Regularization and stability in reservoir networks with output feedback. Neurocomputing [Internet]. 2012 ;90:96-105. Available from: http://www.sciencedirect.com/science/article/pii/S0925231212001749
Reinhart RF, Lemme A, Steil JJ. Representation and Generalization of Bi-manual Skills from Kinesthetic Teaching. In: IEEE-RAS International Conference on Humanoid Robots (Humanoids). IEEE-RAS International Conference on Humanoid Robots (Humanoids). ; 2012. Available from: http://www.cor-lab.de/system/files/ReinhartLemmeSteil-Humanoids2012_preprint.pdf
Nordmann A, Rolf M, Wrede S. Software Abstractions for Simulation and Control of a Continuum Robot. In: SIMULATION, MODELING, and PROGRAMMING for AUTONOMOUS ROBOTS. SIMULATION, MODELING, and PROGRAMMING for AUTONOMOUS ROBOTS. ; 2012. Available from: http://pub.uni-bielefeld.de/download/2516629/2551149
Nordmann A, Emmerich C, Ruether S, Lemme A, Wrede S, Steil JJ. Teaching Nullspace Constraints in Physical Human-Robot Interaction using Reservoir Computing. In: International Conference on Automation and Robotics. International Conference on Automation and Robotics. ; 2012. Available from: http://www.cor-lab.de/system/files/main_2.pdf
Soltoggio A, Lemme A, Steil JJ. Using movement primitives in interpreting and decomposing complex trajectories in learning-by-doing. In: Proceedings of the 2012 IEEE International Conference on Robotics and Biomimetics (ROBIO 2012). Proceedings of the 2012 IEEE International Conference on Robotics and Biomimetics (ROBIO 2012). ; 2012. Available from: http://andrea.soltoggio.net/data/papers/soltoggioLemmeSteilROBIO2012Preprint.pdf (1.97 MB)
2011
Jones BH, Soltoggio A, Sendoff B, Yao X. Evolution of Neural Symmetry and its Coupled Alignment to Body Plan Morphology. In: Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 11). Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 11). ; 2011. Available from: http://andrea.soltoggio.net/data/papers/gecco2011_JonesSoltoggioSendhoffYao.pdf
Reinhart RF, Steil JJ. Neural learning and dynamical selection of redundant solutions for inverse kinematic control. In: IEEE-RAS International Conference on Humanoid Robots (Humanoids). IEEE-RAS International Conference on Humanoid Robots (Humanoids). ; 2011. pp. 564-569. Available from: http://www.cor-lab.de/system/files/ReinhartSteil-Humanoids2011.pdf
2010
Lemme A, Reinhart RF, Steil JJ. Efficient online learning of a non-negative sparse autoencoder. In: ESANN. Vol. doi:10.1016/j.humov.2010.04.001. ESANN. Bruges: d-facto; 2010. pp. 1-6. Available from: https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2010-73.pdf
Wrede S, Johannfunke M, Lemme A, Nordmann A, Ruether S, Weirich A, Steil JJ. Interactive Learning of Inverse Kinematics with Nullspace Constraints using Recurrent Neural Networks. In: 20. Workshop on Computational Intelligence. 20. Workshop on Computational Intelligence. Dortmund: Fachausschuss Computational Intelligence der VDI/VDE-Gesellschaft Mess- und Automatisierungstechnik; 2010.

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