DK
David Kappel
cs.LGcs.NEcs.AIcs.ETq-bio.NCneuroscienceLearningModels, NeurologicalNeural Networks, Computerreinforcement learning
On Valency
published · living versionsW_3w4rg5dq·v1 · currentpublished
The role of injected noise in diffusion model generalization
with Vincent Emmerling, Felix Günther
1 version
Preprints & journals
37 papers in the corpus · 2014–2026Learning reorganizes dendritic and stabilizes axon initial segment inhibitory synapses in CA1 pyramidal neurons.42736304 · Klimmt, Hannah, Kuhn, Felix, Kappel, David et al.2026 · 0 citationsNature communications. 2026;17(1)
Frequency Domain Reservoir Computing2606.24969v1 · Klaus Schertler, Xiomara Runge, Andrea Ceni et al.2026 · 0 citationsarXiv
Breaking Chains with Trees: Model-Parallel Deep Learning with Time Complexity2606.21497v2 · Neeraj Mohan Sushma, Aditya Nagarsekar, Cabrel Teguemne Fokam et al.2026 · 0 citationsarXiv
Dynamic sparsity in tree-structured feed-forward layers at scale2604.08565v1 · Reza Sedghi, Robin Schiewer, Anand Subramoney et al.2026 · 0 citationsarXiv
Training event-based neural networks with exact gradients via Differentiable ODE Solving in JAX2603.08146v3 · Lukas Konig, Manuel Kuhn, David Kappel et al.2026 · 1 citationarXiv
Utilizing dynamic sparsity on pretrained DETR2510.09380v1 · Reza Sedghi, Anand Subramoney, David Kappel2025 · 0 citationsarXiv
Learning reorganizes dendritic and stabilizes axonal initial segment inhibitory synapses in CA1 pyramidal neurons10.1101/2025.03.04.641429v1 · Klimmt, H., Kappel, D., Ulivi, A. F. et al.2025 · 1 citationbioRxiv
Global remapping emerges as the mechanism for renewal of context-dependent behavior in a reinforcement learning model.39881840 · Kappel, David, Cheng, Sen2025 · 3 citationsFrontiers in computational neuroscience. 2024;18:1462110
STREAM: A Universal State-Space Model for Sparse Geometric Data2411.12603v2 · Mark Schone, Yash Bhisikar, Karan Bania et al.2024 · 0 citationsarXiv
Synapses learn to utilize stochastic pre-synaptic release for the prediction of postsynaptic dynamics.39495714 · Kappel, David, Tetzlaff, Christian2024 · 4 citationsPLoS computational biology. 2024;20(11):e1012531
Learning in the Recurrent State: Gradient Descent with Linear Recurrent Networks2410.11687v4 · Yudou Tian, Neeraj Mohan Sushma, Harshvardhan Mestha et al.2024 · 1 citationarXiv
LAYUP: Asynchronous decentralized gradient descent with LAYer-wise UPdates2410.05985v4 · Cabrel Teguemne Fokam, Marcel Nieveler, Lukas Konig et al.2024 · 0 citationsarXiv
Weight Sparsity Complements Activity Sparsity in Neuromorphic Language Models2405.00433v1 · Rishav Mukherji, Mark Schone, Khaleelulla Khan Nazeer et al.2024 · 3 citationsarXiv
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models2404.18508v3 · Mark Schone, Neeraj Mohan Sushma, Jingyue Zhuge et al.2024 · 20 citationsarXiv
Neuromorphic hardware for sustainable AI data centers2402.02521v2 · Bernhard Vogginger, Amirhossein Rostami, Vaibhav Jain et al.2024 · 9 citationsarXiv
Language Modeling on a SpiNNaker 2 Neuromorphic Chip2312.09084v3 · Khaleelulla Khan Nazeer, Mark Schone, Rishav Mukherji et al.2023 · 10 citationsarXiv
Tunable Synaptic Working Memory with Volatile Memristive Devices2306.14691v1 · Saverio Ricci, David Kappel, Christian Tetzlaff et al.2023 · 10 citationsNeuromorphic Computing and Engineering 2023
Block-local learning with probabilistic latent representations2305.14974v2 · David Kappel, Khaleelulla Khan Nazeer, Cabrel Teguemne Fokam et al.2023 · 2 citationsarXiv
CoBeL-RL: A neuroscience-oriented simulation framework for complex behavior and learning.36970657 · Diekmann, Nicolas, Vijayabaskaran, Sandhiya, Zeng, Xiangshuai et al.2023 · 14 citationsFrontiers in neuroinformatics. 2023;17:1134405
Decision Making by a Neuromorphic Network of Volatile Resistive Switching Memories2211.03081v1 · Saverio Ricci, David Kappel, Christian Tetzlaff et al.2022 · 3 citations2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS)
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time2206.06178v3 · Anand Subramoney, Khaleelulla Khan Nazeer, Mark Schone et al.2022 · 13 citationsarXiv
Differential Hebbian learning with time-continuous signals for active noise reduction.35617161 · Möller, Konstantin, Kappel, David, Tamosiunaite, Minija et al.2022 · 5 citationsPloS one. 2022;17(5):e0266679
Synapses learn to utilize pre-synaptic noise for the prediction of postsynaptic dynamics10.1101/2022.04.22.489175v1 · Kappel, D., Tetzlaff, C.2022 · 1 citationbioRxiv
Adaptive Extreme Edge Computing for Wearable Devices.34045939 · Covi, Erika, Donati, Elisa, Liang, Xiangpeng et al.2024 · 177 citationsFrontiers in neuroscience. 2021;15:611300
A synapse-centric account of the free energy principle2103.12649v1 · David Kappel, Christian Tetzlaff2021 · 3 citationsarXiv
Structural plasticity on an accelerated analog neuromorphic hardware system.33091719 · Billaudelle, Sebastian, Cramer, Benjamin, Petrovici, Mihai A et al.2021 · 24 citationsNeural networks : the official journal of the International Neural Network Society. 2021;133:11-20
Attention on Abstract Visual Reasoning1911.05990v1 · Lukas Hahne, Timo Luddecke, Florentin Worgotter et al.2019 · 15 citationsarXiv
Embodied Synaptic Plasticity With Online Reinforcement Learning.31632262 · Kaiser, Jacques, Hoff, Michael, Konle, Andreas et al.2023 · 16 citationsFrontiers in neurorobotics. 2019;13:81
Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype.30932847 · Yan, Yexin, Kappel, David, Neumarker, Felix et al.2020 · 35 citationsIEEE transactions on biomedical circuits and systems. 2019;13(3):579-591
Memory-Efficient Deep Learning on a SpiNNaker 2 Prototype.30505263 · Liu, Chen, Bellec, Guillaume, Vogginger, Bernhard et al.2020 · 70 citationsFrontiers in neuroscience. 2018;12:840
A Dynamic Connectome Supports the Emergence of Stable Computational Function of Neural Circuits through Reward-Based Learning.29696150 · Kappel, David, Legenstein, Robert, Habenschuss, Stefan et al.2019 · 56 citationseNeuro. 2018;5(2)
Deep Rewiring: Training very sparse deep networks1711.05136v5 · Guillaume Bellec, David Kappel, Wolfgang Maass et al.2017 · 172 citationsarXiv
CaMKII activation supports reward-based neural network optimization through Hamiltonian sampling1606.00157v3 · Zhaofei Yu, David Kappel, Robert Legenstein et al.2016 · 5 citationsarXiv
Recurrent Spiking Networks Solve Planning Tasks.26888174 · Rueckert, Elmar, Kappel, David, Tanneberg, Daniel et al.2016 · 57 citationsScientific reports. 2016;6:21142
Network Plasticity as Bayesian Inference.26545099 · Kappel, David, Habenschuss, Stefan, Legenstein, Robert et al.2016 · 126 citationsPLoS computational biology. 2015;11(11):e1004485
NEVESIM: event-driven neural simulation framework with a Python interface.25177291 · Pecevski, Dejan, Kappel, David, Jonke, Zeno2014 · 22 citationsFrontiers in neuroinformatics. 2014;8:70
STDP installs in Winner-Take-All circuits an online approximation to hidden Markov model learning.24675787 · Kappel, David, Nessler, Bernhard, Maass, Wolfgang2014 · 119 citationsPLoS computational biology. 2014;10(3):e1003511
Career total: 63 works. 37 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.