Publications
2023
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Implementation of Input Correlation Learning with an Optoelectronic Dendritic UnitFrontiers in Physics, 2023
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High-Resolution Analysis of Bound Ca2+ in Neurons and SynapsesLife Science Alliance, Oct 2023
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Sparse Clustered Inhibition Projects Sequential Activity onto Unique Neural SubspacesSep 2023
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Tunable Synaptic Working Memory with Volatile Memristive DevicesNeuromorphic Computing and Engineering, Dec 2023
2022
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Emulating Dendritic Computing Paradigms on Analog Neuromorphic HardwareNeuroscience, May 2022
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Synapses Learn to Utilize Pre-Synaptic Noise for the Prediction of Postsynaptic DynamicsApr 2022
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Neuromodulator-Dependent Synaptic Tagging and Capture Retroactively Controls Neural Coding in Spiking Neural NetworksScientific Reports, Oct 2022
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Organization and Priming of Long-Term Memory Representations with Two-Phase PlasticityCognitive Computation, Jun 2022
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Differential Hebbian Learning with Time-Continuous Signals for Active Noise ReductionPLOS ONE, May 2022
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Decision Making by a Neuromorphic Network of Volatile Resistive Switching MemoriesNov 2022
2021
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The Biophysical Basis Underlying the Maintenance of Early Phase Long-Term PotentiationPLoS computational biology, Nov 2021
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Reproducing Asymmetrical Spine Shape Fluctuations in a Model of Actin Dynamics Predicts Self-Organized CriticalityScientific reports, Nov 2021
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Editorial: Robust Artificial Intelligence for NeuroroboticsFrontiers in Neurorobotics, Nov 2021
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Continual Learning with Memory CascadesIn I (Still) Can’t Believe It’s Not Better! NeurIPS 2021 Workshop, Dec 2021
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CA2 beyond Social Memory: Evidence for a Fundamental Role in Hippocampal Information ProcessingNeuroscience & Biobehavioral Reviews, Dec 2021
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Memory Consolidation and Improvement by Synaptic Tagging and Capture in Recurrent Neural NetworksCommunications Biology, Mar 2021
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Brian2Loihi: An Emulator for the Neuromorphic Chip Loihi Using the Spiking Neural Network Simulator BrianarXiv preprint arXiv:2109.12308, Mar 2021
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Self-Organized Structuring of Recurrent Neuronal Networks for Reliable Information TransmissionBiology, Mar 2021
2020
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The Interplay of Synaptic Plasticity and Scaling Enables Self-Organized Formation and Allocation of Multiple Memory RepresentationsFrontiers in Neural Circuits, Mar 2020
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Modeling the Shape of Synaptic Spines by Their Actin DynamicsFrontiers in synaptic neuroscience, Mar 2020
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The Self-Organized Learning of Noisy Environmental Stimuli Requires Distinct Phases of PlasticityNetwork Neuroscience, Mar 2020
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Robust Trajectory Generation for Robotic Control on the Neuromorphic Research Chip LoihiFrontiers in Neurorobotics, Mar 2020
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Quantitative Synaptic Biology: A Perspective on Techniques, Numbers and ExpectationsInternational Journal of Molecular Sciences, Oct 2020
2019
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Principles Underlying the Input-Dependent Formation and Organization of MemoriesNetwork Neuroscience, Oct 2019
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A Theoretical Framework to Derive Simple, Firing-Rate-Dependent Mathematical Models of Synaptic PlasticityFrontiers in Computational Neuroscience, Oct 2019
2018
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Neural Computation in Embodied Closed-Loop Systems for the Generation of Complex Behavior: From Biology to TechnologyOct 2018
2017
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Long-Term Information Storage by the Interaction of Synaptic and Structural PlasticityIn The Rewiring Brain, Oct 2017
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Fast Dynamical Coupling Enhances Frequency Adaptation of Oscillators for Robotic Locomotion ControlFrontiers in neurorobotics, Oct 2017
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Working Memory Requires a Combination of Transient and Attractor-Dominated Dynamics to Process Unreliably Timed InputsScientific reports, Oct 2017
2016
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Opposing Effects of Neuronal Activity on Structural PlasticityFrontiers in Neuroanatomy, Oct 2016
2015
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Stimulus Discrimination and Association with Hebbian Cell AssembliesBMC Neuroscience, Dec 2015
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Self-Organization of Computation in Neural Systems by Interaction between Homeostatic and Synaptic PlasticityBMC Neuroscience, Dec 2015
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The Formation of Multi-Synaptic Connections by the Interaction of Synaptic and Structural Plasticity and Their Functional ConsequencesPLOS Computational Biology, Jan 2015
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Collective Information Storage in Multiple Synapses Enables Fast Learning and Slow ForgettingBMC Neuroscience, Jan 2015
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Formation and Maintenance of Robust Long-Term Information Storage in the Presence of Synaptic TurnoverPLoS computational biology, Jan 2015
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Synaptic Plasticity in a Recurrent Neural Network for Versatile and Adaptive Behaviors of a Walking RobotFrontiers in Neurorobotics, Jan 2015
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Interaction between Memories in an Abstract Mathematical Model Based on the Hebbian Cell Assembly HypothesisBMC Neuroscience, Dec 2015
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Towards a Biological Plausible Model of the Interaction of Long-Term Memory and Working MemoryBMC Neuroscience, Dec 2015
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The Use of Hebbian Cell Assemblies for Nonlinear ComputationScientific Reports, Aug 2015
2014
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The Association between Cell Assemblies and Transient DynamicsBMC Neuroscience, Jul 2014
2013
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An Information Theoretic Model of Information Processing in the Drosophila Olfactory System: The Role of Inhibitory Neurons for System EfficiencyFrontiers in Computational Neuroscience, Jul 2013
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Modelling the Interaction of Structural and Synaptic PlasticityBMC Neuroscience, Jul 2013
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Synaptic Scaling Enables Dynamically Distinct Short- and Long-Term Memory FormationPLOS Computational Biology, Oct 2013
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The Interaction of Synaptic Plasticity and Scaling and Their Role in Memory FormationGeorg-August-Universität Göttingen, Oct 2013
2012
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Analysis of Synaptic Scaling in Combination with Hebbian Plasticity in Several Simple NetworksFrontiers in Computational Neuroscience, Oct 2012
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Time Scales of Memory, Learning, and PlasticityBiological Cybernetics, Dec 2012
2011
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Synaptic Scaling in Combination with Many Generic Plasticity Mechanisms Stabilizes Circuit ConnectivityFrontiers in Computational Neuroscience, Dec 2011
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Synaptic Scaling Generically Stabilizes Circuit ConnectivityBMC Neuroscience, Jul 2011
2010
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Closed-Form Treatment of the Interactions between Neuronal Activity and Timing-Dependent Plasticity in Networks of Linear NeuronsFrontiers in Computational Neuroscience, Jul 2010
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Self-Organized Criticality in Developing Neuronal NetworksPLOS Computational Biology, Dec 2010
2009
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Self-Organized Criticality of Developing Artificial Neuronal Networks and Dissociated Cell CulturesBMC Neuroscience, Jul 2009