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@hamkerlab

Hamker lab of computational neuroscience and AI

Professorship for Artificial Intelligence - Chemnitz University of Technology

Public repositories of the Hamker lab

submitted

Maith, O., Apenburg, D., Hamker, F. H. (2024)
Pallidal deep brain stimulation enhances habitual behavior in a neuro-computational basal ganglia model during a reward reversal learning task
European Journal of Neuroscience, submitted
code

2023

Larisch, R., Vitay, J., Hamker, F. H. (2023)
Detecting Anomalies in System Logs With a Compact Convolutional Transformer
IEEE Access, Volume 11 doi:10.1109/ACCESS.2023.3323252
code

Larisch, R., Berger, L., Hamker, F. H. (2023)
Exploring the Role of Feedback Inhibition for the Robustness Against Corruptions on Event-Based Data
ICANN 2023. LNCS Volume 14261. Springer, Cham. doi:10.1007/978-3-031-44198-1_17
code

Burkhardt, M., Bergelt, J., Gönner, L., Dinkelbach, H.Ü., Beuth, F., Schwarz, A., Bicanski, A., Burgess, N., Hamker, F. H. (2023)
A Large-scale Neurocomputational Model of Spatial Cognition Integrating Memory with Vision
Neural Networks, 167:473-488. doi:10.1016/j.neunet.2023.08.034
code

Baladron, J., Vitay, J., Fietzek, T. and Hamker, F. H. (2023)
The contribution of the basal ganglia and cerebellum to motor learning: a neuro-computational approach
PLoS Comput Biol 19(4): e1011024. doi:10.1371/journal.pcbi.1011024
code

Maith, O., Baladron, J., Einhäuser, W., Hamker, F. H. (2023)
Exploration behavior after reversals is predicted by STN-GPe synaptic plasticity in a basal ganglia model
iScience 26(5). doi:10.1016/j.isci.2023.106599
code

2022

Dinkelbach, H.Ü, Bouhlal, B.-E., Vitay, J., Hamker, F.H. (2022)
Auto-selection of an Optimal Sparse Matrix Format in the Neuro-simulator ANNarchy
Frontiers in Neuroinformatics, 16:877945. doi:10.3389/fninf.2022.877945
code

Maith, O., Dinkelbach, H.Ü, Baladron, J., Vitay, J., Hamker, F.H. (2022)
BOLD monitoring in the neural simulator ANNarchy
Frontiers in Neuroinformatics, 16. doi:10.3389/fninf.2022.790966
code

2021

Larisch, R., Teichmann, M., Gönner, L., Hamker, F.H. (2021)
Sensory coding and contrast invariance emerge from the control of plastic inhibition over emergent selectivity
PLOS Computational Biology, 17(11):e1009566. doi:10.1371/journal.pcbi.1009566
code

Maith, O., Schwarz, A., Hamker, F.H. (2021)
Optimal Attention Tuning in a neuro-computational Model of the Visual Cortex - Basal Ganglia - Prefrontal Cortex Loop
Neural Networks, 142:534-547. doi:10.1016/j.neunet.2021.07.008
code

Teichmann, M., Larisch, R., Hamker, F.H. (2021)
Performance of biologically grounded models of the early visual system on standard object recognition tasks
Neural Networks, 144:210-228. doi:10.1016/j.neunet.2021.08.009
code

2020

Goenner, L., Maith, O., Koulouri, I., Baladron, J., Hamker, F.H. (2020)
A spiking model of basal ganglia dynamics in stopping behavior supported by Arkypallidal neurons
European Journal of Neuroscience, 53(7):2296-2321. doi:10.1111/ejn.150862
code

2019

Bergelt, J., Hamker, F.H. (2019)
Spatial updating of attention across eye movements: A neuro-computational approach
Journal of Vision, 19(7):10, 1-23. doi:10.1167/19.7.10
code

Dinkelbach, H.Ü., Vitay, J., Hamker, F.H. (2019)
Scalable simulation of rate-coded and spiking neural networks on shared memory systems
Conference on Cognitive Computational Neuroscience. 13-16 September 2019, Berlin, Germany. doi:10.32470/CCN.2019.1109-0
code

Schmid, K., Vitay, J., Hamker, F. H. (2019)
Forward Models in the Cerebellum using Reservoirs and Perturbation Learning
Conference on Cognitive Computational Neuroscience. 13-16 September 2019, Berlin, Germany. doi:10.32470/CCN.2019.1139-0
code

2017

Lorenz Gönner, Julien Vitay, and Fred H. Hamker (2017).
Predictive Place-Cell Sequences for Goal-Finding Emerge from Goal Memory and the Cognitive Map: A Computational Model.
Frontiers in Computational Neuroscience 11:84. doi:10.3389/fncom.2017.00084
code

2016

Julien Vitay (2016)
[Re] Robust timing and motor patterns by taming chaos in recurrent neural networks
Rescience, 2(1). doi:10.5281/zenodo.159545
code

2014

Julien Vitay and Fred H. Hamker (2014)
Timing and expectation of reward: a neuro-computational model of the afferents to the ventral tegmental area
Frontiers in Neurorobotics. 8:4. doi:10.3389/fnbot.2014.00004
code

Miscellaneous

ANNarchy (Artificial Neural Networks architect) neuro-simulator.
code

Mesh regression library of the BMBF project ML@Karoprod.
code

Neurobotics summer school 2022.
code

Popular repositories Loading

  1. Burkhardt2023_SpatialCognition Burkhardt2023_SpatialCognition Public

    Contains the code for simulation and analysis of the Spatial Cognition model.

    Python 4

  2. Baladron2023-MotorLearning-BG-Cereb Baladron2023-MotorLearning-BG-Cereb Public

    Python 3 3

  3. ML-Karoprod-MeshPredictor ML-Karoprod-MeshPredictor Public

    Mesh regression library of the ML@Karoprod BMBF project

    Jupyter Notebook 2 1

  4. Maith2021_ANNarchyBOLDmonitor Maith2021_ANNarchyBOLDmonitor Public

    Source code of simulations and analyses from Maith, O., Dinkelbach, H. Ü., Baladron, J., Vitay, J., & Hamker, F. H. (2022). BOLD Monitoring in the Neural Simulator ANNarchy. Frontiers in Neuroinfor…

    Python 1

  5. Maith2022_ExplorationSTNGPe Maith2022_ExplorationSTNGPe Public

    Source code of simulations and analyses from Maith, O., Baladron, J., Einhäuser, W., & Hamker, F. H. (2022). Exploration behavior after reversals is predicted by STN-GPe synaptic plasticity in a ba…

    Python 1

  6. Neurorobotics_SummerSchool2022 Neurorobotics_SummerSchool2022 Public

    Repository for neurorobotics summer school 2022

    Python 1

Repositories

Showing 10 of 24 repositories
  • Maith2024_DBS_Habit Public

    Source code of simulations and analyses from Maith, O., Apenburg, D., & Hamker, F. H. (2024). Pallidal deep brain stimulation enhances habitual behavior in a neuro-computational basal ganglia model during a reward reversal learning task. Submitted to European Journal of Neuroscience.

    hamkerlab/Maith2024_DBS_Habit’s past year of commit activity
    Python 0 0 0 0 Updated Nov 14, 2024
  • Bergelt2019_UpdatingOfAttention Public

    Source code of simulations and analyses from Bergelt, J., Hamker, F.H. (2019) Spatial updating of attention across eye movements: A neuro-computational approach. Journal of Vision, 19(7):10, 1-23.

    hamkerlab/Bergelt2019_UpdatingOfAttention’s past year of commit activity
    Python 0 GPL-3.0 0 0 0 Updated Oct 17, 2024
  • .github Public

    README for hamkerlab

    hamkerlab/.github’s past year of commit activity
    0 0 0 0 Updated Oct 16, 2024
  • Maith2024_Poster_Active_Self Public Forked from Olimaol/Maith2024_Poster_Active_Self

    Code repository for the poster 'A Neurocomputational Model of Basal Ganglia-Intralaminar Nuclei Interactions: Implications for Attentional Orienting and Sense of Agency'

    hamkerlab/Maith2024_Poster_Active_Self’s past year of commit activity
    Python 0 1 0 0 Updated Sep 12, 2024
  • neurorobotik-reservoir Public

    Lecture on Reservoir Computing for the Neurorobotik course.

    hamkerlab/neurorobotik-reservoir’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jun 13, 2024
  • hamkerlab.github.io Public

    Website for the lab of AI - TUC

    hamkerlab/hamkerlab.github.io’s past year of commit activity
    0 MIT 0 0 0 Updated May 29, 2024
  • Fietzek2024_Reaching_Adaptation_iCub Public

    Code for the Conference Paper will be added soon

    hamkerlab/Fietzek2024_Reaching_Adaptation_iCub’s past year of commit activity
    0 MIT 0 0 0 Updated May 17, 2024
  • Burkhardt2023_SpatialCognition Public

    Contains the code for simulation and analysis of the Spatial Cognition model.

    hamkerlab/Burkhardt2023_SpatialCognition’s past year of commit activity
    Python 4 GPL-3.0 0 0 0 Updated Apr 30, 2024
  • Maith2021-CognitiveLearningAgent Public Forked from Olimaol/Cognitive-Learning-Agent

    Source code of the cognitive learning agent for emergent attention from basal ganglia onto the visual system from Maith, Schwarz & Hamker (2021).

    hamkerlab/Maith2021-CognitiveLearningAgent’s past year of commit activity
    Python 0 MIT 1 0 0 Updated Mar 15, 2024
  • Neurorobotics_SummerSchool2022 Public

    Repository for neurorobotics summer school 2022

    hamkerlab/Neurorobotics_SummerSchool2022’s past year of commit activity
    Python 1 0 0 0 Updated Feb 14, 2024

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