Institute for Theoretical Computer Science, TU Graz

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38 repositories

RobustModelCompression
Public
Code for "Preserving Real-World Robustness of Neural Networks Under Sparsity Constraints" [ECML-PKDD 2024]
Python
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MIT License
•0•0•0•0•Updated Sep 2, 2024Sep 2, 2024
SE-adlif
Public
WIP
Python
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Other
•2•3•0•0•Updated Aug 28, 2024Aug 28, 2024
RapidLearningInMemoryComputing
Public
Python
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Apache License 2.0
•0•0•0•0•Updated May 13, 2024May 13, 2024
RobustSNNConversion
Public
Code for "Adversarially Robust Spiking Neural Networks Through Conversion" [TMLR 2024]
spiking-neural-networks snn adversarial-attacks adversarial-robustness ann-to-snn-conversion
Python
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MIT License
•0•2•0•0•Updated Apr 12, 2024Apr 12, 2024
eligibility_propagation
Public
Python
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Other
•35•87•1•4•Updated Mar 18, 2024Mar 18, 2024
Cognitive-Map-Learner
Public
This repo contains an example jupyter-notebook for the CML algorithm on all different kinds of the abstract random graph tasks.
Jupyter Notebook
•2•11•0•0•Updated Mar 15, 2024Mar 15, 2024
StraightSkel
Public
StraightSkel is an implementation of the Straight Skeleton in 2- and 3-dimensional space. It is used to animate the computation of offsets of polygons and polyhedrons. StraightSkel was written by Gernot Walzl in the years 2011, 2012, 2013, 2016
C++
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MIT License
•1•2•0•0•Updated Mar 7, 2024Mar 7, 2024
QuantizedRewiring
Public
Python
•0•0•0•0•Updated Nov 23, 2023Nov 23, 2023
Fault-Pruning
Public
Code for: Kraišniković, C., Stathopoulos, S., Prodromakis, T., & Legenstein, R. (2023, March). Fault pruning: Robust training of neural networks with memristive weights. In International Conference on Unconventional Computation and Natural Computation (pp. 124-139). Cham: Springer Nature Switzerland.
Python
•0•0•0•0•Updated Nov 23, 2023Nov 23, 2023
TSP
Public
code for Non-synaptic plasticity enables memory-dependent local learning paper
Python
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GNU General Public License v3.0
•0•0•0•0•Updated Nov 8, 2023Nov 8, 2023
CSNN
Public
Python
•0•4•0•0•Updated Oct 17, 2023Oct 17, 2023
SimManager
Public
The Simulation Manager is a library for enabling reproducible scientific simulations.
Python
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GNU Lesser General Public License v3.0
•4•10•3•0•Updated May 1, 2023May 1, 2023
MemoryDependentComputation
Public
Code for Limbacher, T., Özdenizci, O., & Legenstein, R. (2022). Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity. arXiv preprint arXiv:2205.11276.
python reinforcement-learning recurrent-neural-networks neural-networks question-answering spiking-neural-networks one-shot-learning babi-tasks associations hebbian-learning
Python
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GNU General Public License v3.0
•3•6•1•0•Updated Mar 28, 2023Mar 28, 2023
WeatherDiffusion
Public
Code for "Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models" [TPAMI 2023]
image-restoration dehazing diffusion-model deraining desnowing denoising-diffusion-models
Python
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MIT License
•31•332•15•0•Updated Feb 23, 2023Feb 23, 2023
IGI-Reading-Group
Public
IGI Reading Group
2•5•0•0•Updated Nov 29, 2022Nov 29, 2022
dynamic_rnn_with_gradients
Public
Python
•0•1•0•0•Updated Aug 25, 2022Aug 25, 2022
OutputCodeMatching
Public
Code for "Improving Robustness Against Stealthy Weight Bit-Flip Attacks by Output Code Matching" [CVPR 2022]
fault-injection adversarial-attacks fault-attack bit-flip-attack adversarial-robustness cvpr2022
Python
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MIT License
•1•5•0•0•Updated Jun 7, 2022Jun 7, 2022
H-Mem
Public
Code for Limbacher, T. and Legenstein, R. (2020). H-Mem: Harnessing synaptic plasticity with Hebbian Memory Networks
python recurrent-neural-networks neural-networks tensorflow-experiments hebbian-learning memory-networks
Python
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GNU General Public License v3.0
•4•13•0•0•Updated Jun 2, 2022Jun 2, 2022
SparseAdversarialTraining
Public
Code for "Training Adversarially Robust Sparse Networks via Bayesian Connectivity Sampling" [ICML 2021]
adversarial-training adversarial-robustness sparse-training icml2021
Python
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MIT License
•1•9•1•0•Updated Mar 14, 2022Mar 14, 2022
Spike-Frequency-Adaptation-Supports-Network-Computations
Public
Code for: Spike Frequency Adaptation Supports Network Computations on Temporally Dispersed Information
Jupyter Notebook
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MIT License
•0•5•0•0•Updated Feb 16, 2022Feb 16, 2022
scoop
Public
SCOOP (Scalable COncurrent Operations in Python)
Python
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GNU Lesser General Public License v3.0
•87•4•0•0•Updated Dec 7, 2021Dec 7, 2021
loggingext
Public
Short for Logging Extensions, contains helper functions for python logging
Python
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GNU Lesser General Public License v3.0
•0•0•0•0•Updated Aug 16, 2021Aug 16, 2021
L2L
Public
Learning to Learn: Gradient-free Optimization framework
machine-learning ai optimization optimization-algorithms l2l learning-to-learn
Python
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GNU General Public License v3.0
•23•36•15•0•Updated Jul 13, 2021Jul 13, 2021
adaptation_working_memory
Public
Spike frequency adaptation supports network computations on temporally dispersed information
Jupyter Notebook
•0•1•0•0•Updated Jul 3, 2021Jul 3, 2021
LSM
Public
Liquid State Machines in Python and NEST
recurrent-neural-networks spiking-neural-networks lsm liquid-state-machine
Python
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GNU General Public License v3.0
•22•66•3•0•Updated Nov 6, 2020Nov 6, 2020
dendritic_rewiring
Public
Simulation code for Limbacher, T. and Legenstein, R. (2020). Emergence of Stable Synaptic Clusters on Dendrites Through Synaptic Rewiring
spiking-neural-networks catastrophic-forgetting synaptic-plasticity structural-plasticity dendrites
Python
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GNU General Public License v3.0
•3•4•0•0•Updated Jul 11, 2020Jul 11, 2020
structured_information_representation
Public
Simulation code für Müller et al., A model for structured information representation in neural networks of the brain
Python
•0•6•0•0•Updated Apr 18, 2020Apr 18, 2020
SimRecorder
Public
An high-performance library for recording and storing simulation data
Python
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GNU General Public License v3.0
•3•4•4•0•Updated Feb 28, 2020Feb 28, 2020
LSNN-official
Public
Long short-term memory Spiking Neural Networks
machine-learning spiking-neural-networks neuromorphic-computing
Python
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BSD 3-Clause Clear License
•24•99•0•0•Updated Feb 25, 2020Feb 25, 2020
LookbackNeuron
Public
NEST related header and source files containing the relevant code to implement the feature of looking back into incoming synapses.
C++
•1•0•0•0•Updated Feb 7, 2020Feb 7, 2020