Stefan Heinrich

Orcid: 0000-0001-9913-3206

According to our database1, Stefan Heinrich authored at least 93 papers between 1986 and 2024.

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Bibliography

2024
Randomized complexity of parametric integration and the role of adaption I. Finite dimensional case.
J. Complex., April, 2024

Randomized complexity of mean computation and the adaption problem.
J. Complex., 2024

Randomized complexity of parametric integration and the role of adaption II. Sobolev spaces.
J. Complex., 2024

Towards Interpretable Reinforcement Learning with Constrained Normalizing Flow Policies.
CoRR, 2024

Prioritized Soft Q-Decomposition for Lexicographic Reinforcement Learning.
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Randomized Complexity of Vector-Valued Approximation.
CoRR, 2023

2022
Semantic Object Accuracy for Generative Text-to-Image Synthesis.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

DEM-Based Approach for the Modeling of Gelation and Its Application to Alginate.
J. Chem. Inf. Model., 2022

Detection of Furigana Text in Images.
CoRR, 2022

2020
Integrating Image-Based and Knowledge-Based Representation Learning.
IEEE Trans. Cogn. Dev. Syst., 2020

Dyssol - An open-source flowsheet simulation framework for particulate materials.
SoftwareX, 2020

On the Approximate Solution and Modeling of the Kernel of Nonlinear Breakage Population Balance Equation.
SIAM J. Sci. Comput., 2020

Understanding auditory representations of emotional expressions with neural networks.
Neural Comput. Appl., 2020

Teaching NICO How to Grasp: An Empirical Study on Crossmodal Social Interaction as a Key Factor for Robots Learning From Humans.
Frontiers Neurorobotics, 2020

Crossmodal Language Grounding in an Embodied Neurocognitive Model.
Frontiers Neurorobotics, 2020

Learning Timescales in Gated and Adaptive Continuous Time Recurrent Neural Networks.
Proceedings of the 2020 IEEE International Conference on Systems, Man, and Cybernetics, 2020

Lower Bounds for the Number of Random Bits in Monte Carlo Algorithms.
Proceedings of the Monte Carlo and Quasi-Monte Carlo Methods, 2020

2019
Toward Multiscale Modeling of Proteins and Bioagglomerates: An Orientation-Sensitive Diffusion Model for the Integration of Molecular Dynamics and the Discrete Element Method.
J. Chem. Inf. Model., 2019

Continuous convolutional object tracking in developmental robot scenarios.
Neurocomputing, 2019

Bootstrapping Knowledge Graphs From Images and Text.
Frontiers Neurorobotics, 2019

Virtual or Physical? Social Robots Teaching a Fictional Language Through a Role-Playing Game Inspired by Game of Thrones.
Proceedings of the Social Robotics - 11th International Conference, 2019

Question Answering with Hierarchical Attention Networks.
Proceedings of the International Joint Conference on Neural Networks, 2019

Designing a Personality-Driven Robot for a Human-Robot Interaction Scenario.
Proceedings of the International Conference on Robotics and Automation, 2019

Generating Multiple Objects at Spatially Distinct Locations.
Proceedings of the 7th International Conference on Learning Representations, 2019

Neurocognitive Shared Visuomotor Network for End-to-end Learning of Object Identification, Localization and Grasping on a Humanoid.
Proceedings of the Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics, 2019

2018
On the complexity of computing the Lq norm.
J. Complex., 2018

Interactive natural language acquisition in a multi-modal recurrent neural architecture.
Connect. Sci., 2018

Adaptive and Variational Continuous Time Recurrent Neural Networks.
Proceedings of the 2018 Joint IEEE 8th International Conference on Development and Learning and Epigenetic Robotics, 2018

Continuous convolutional object tracking.
Proceedings of the 26th European Symposium on Artificial Neural Networks, 2018

2017
Complexity of parametric initial value problems for systems of ODEs.
Math. Comput. Simul., 2017

Complexity of Banach space valued and parametric stochastic Itô integration.
J. Complex., 2017

Copula-based approximation of particle breakage as link between DEM and PBM.
Comput. Chem. Eng., 2017

A volume-consistent discrete formulation of particle breakage equation.
Comput. Chem. Eng., 2017

Development of a multi-compartment population balance model for high-shear wet granulation with discrete element method.
Comput. Chem. Eng., 2017

A weighted finite volume scheme for multivariate aggregation population balance equation.
Comput. Chem. Eng., 2017


NICO - Neuro-inspired companion: A developmental humanoid robot platform for multimodal interaction.
Proceedings of the 26th IEEE International Symposium on Robot and Human Interactive Communication, 2017

The Impact of Personalisation on Human-Robot Interaction in Learning Scenarios.
Proceedings of the 5th International Conference on Human Agent Interaction, 2017

2016
Natural language acquisition in recurrent neural architectures.
PhD thesis, 2016

Crossmodal Language Grounding, Learning, and Teaching.
Proceedings of the Workshop on Cognitive Computation: Integrating neural and symbolic approaches 2016 co-located with the 30th Annual Conference on Neural Information Processing Systems (NIPS 2016), 2016


Multi-valued Problem Solvers.
Proceedings of the 46th IEEE International Symposium on Multiple-Valued Logic, 2016

Learning Multiple Timescales in Recurrent Neural Networks.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2016, 2016

2014
Complexity of parametric integration in various smoothness classes.
J. Complex., 2014

Complexity of parametric initial value problems in Banach spaces.
J. Complex., 2014

Interactive Language Understanding with Multiple Timescale Recurrent Neural Networks.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2014, 2014

Improving Domain-independent Cloud-Based Speech Recognition with Domain-Dependent Phonetic Post-Processing.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013
Embodied Language Understanding with a Multiple Timescale Recurrent Neural Network.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2013, 2013

2012
Ultrastability of <i>n</i>th minimal errors.
J. Complex., 2012

Adaptive Learning of Linguistic Hierarchy in a Multiple Timescale Recurrent Neural Network.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

Biomimetic Binaural Sound Source Localisation with Ego-Noise Cancellation.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

2011
The randomized complexity of indefinite integration.
J. Complex., 2011

Determining Cooperation in Multiagent Systems with Cultural Traits.
Proceedings of the ICAART 2011 - Proceedings of the 3rd International Conference on Agents and Artificial Intelligence, Volume 2, 2011

2010
Guest Editors' Preface.
J. Complex., 2010

2009
Randomized approximation of Sobolev embeddings, III.
J. Complex., 2009

Randomized approximation of Sobolev embeddings, II.
J. Complex., 2009

2008
The randomized complexity of initial value problems.
J. Complex., 2008

Three-dimensional numerical study of heat and mass transfer in fluidized beds with spray nozzle.
Comput. Chem. Eng., 2008

The cell average technique for solving multi-dimensional aggregation population balance equations.
Comput. Chem. Eng., 2008

2007
Quantum lower bounds by entropy numbers.
J. Complex., 2007

2006
The quantum query complexity of elliptic PDE.
J. Complex., 2006

The randomized information complexity of elliptic PDE.
J. Complex., 2006

Monte Carlo approximation of weakly singular integral operators.
J. Complex., 2006

A discretized model for tracer population balance equation: Improved accuracy and convergence.
Comput. Chem. Eng., 2006

2005
Numerical Analysis on a Quantum Computer.
Proceedings of the Large-Scale Scientific Computing, 5th International Conference, 2005

2004
Optimal quadrature for Haar wavelet spaces.
Math. Comput., 2004

On the Power of Quantum Algorithms for Vector Valued Mean Computation.
Monte Carlo Methods Appl., 2004

Quantum approximation II. Sobolev embeddings.
J. Complex., 2004

Quantum approximation I. Embeddings of finite-dimensional <i>L</i><sub>p</sub> spaces.
J. Complex., 2004

2003
From Monte Carlo to quantum computation.
Math. Comput. Simul., 2003

On a problem in quantum summation.
J. Complex., 2003

Some open problems concerning the star-discrepancy.
J. Complex., 2003

Quantum integration in Sobolev classes.
J. Complex., 2003

2002
Fast obstacle detection for urban traffic situations.
IEEE Trans. Intell. Transp. Syst., 2002

Quantum Summation with an Application to Integration.
J. Complex., 2002

Real Time Fusion of Motion and Stereo Using Flow/Depth Constraint for Fast Obstacle Detection.
Proceedings of the Pattern Recognition, 2002

2001
GUEST EDITORS' PREFACE.
J. Complex., 2001

Integration of Multivariate Haar Wavelet Series.
Proceedings of the Wavelet Analysis and Its Applications, Second International Conference, 2001

Multilevel Monte Carlo Methods.
Proceedings of the Large-Scale Scientific Computing, Third International Conference, 2001

1999
Monte Carlo Complexity of Parametric Integration.
J. Complex., 1999

1998
Monte Carlo Complexity of Global Solution of Integral Equations.
J. Complex., 1998

1996
Efficient algorithms for computing the L<sub>2</sub>-discrepancy.
Math. Comput., 1996

Information Complexity of Multivariate Fredholm Integral Equations in Sobolev Classes.
J. Complex., 1996

Computing Discrepancies of Smolyak Quadrature Rules.
J. Complex., 1996

1995
Variance reduction for Monte Carlo methods by means of deterministic numerical computation.
Monte Carlo Methods Appl., 1995

1994
Complexity Theory and Monte Carlo Algorithms in Numerical Analysis.
Proceedings of the Technology and Foundations - Information Processing '94, Volume 1, Proceedings of the IFIP 13th World Computer Congress, Hamburg, Germany, 28 August, 1994

1993
Complexity of Integral Equations and Relations to s-Numbers.
J. Complex., 1993

1992
Lower bounds for the complexity of Monte Carlo function approximation.
J. Complex., 1992

1991
Parallel information-based complexity.
J. Complex., 1991

Efficiency of Monte Carlo Algorithms in Numerical Analysis.
Proceedings of the Fundamentals of Computation Theory, 8th International Symposium, 1991

1990
Probabilistic complexity analysis for linear problems in bounded domains.
J. Complex., 1990

1987
A Note on Elementary Equivalence of C(K) Space.
J. Symb. Log., 1987

1986
Elementary Equivalence of C s (K) Spaces for Totally Disconnected, Compact Hausdorff K.
J. Symb. Log., 1986


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