vhris / Deep-Spiking-Q-NetworksLinks
Implementation of spiking DQN training using different conversion techniques and backpropagation with surrogate gradients employed on the OpenAIGym environments CartPole, MountainCar, and BreakOut. Accompanies the thesis "Deep Spiking Q Networks" submitted at the Technical University of Munich in January 2020.
☆11Updated 2 years ago
Alternatives and similar repositories for Deep-Spiking-Q-Networks
Users that are interested in Deep-Spiking-Q-Networks are comparing it to the libraries listed below
Sorting:
- A python implementation of a spiking neural network with STDP and Reinforcement learning methods☆129Updated 8 years ago
- Deep Spiking Reinforcement Learning☆23Updated last year
- Reinforcement learning framework for spiking neural network actors with R-STDP for the master's thesis "Training Spiking Neural Networks …☆20Updated 3 years ago
- Using spiking neurons and spike-timing-dependent plasticity to classify the MNIST handwritten digits.☆167Updated 6 years ago
- a spiking neural network module, tempotron for classification☆17Updated 4 years ago
- DRL with population coded spiking neural network for optimal and energy-efficient continuous control.☆59Updated 3 years ago
- Spiking Convolutional Neural Networks☆68Updated 6 years ago
- ☆351Updated 3 years ago
- ☆70Updated 4 years ago
- Toolbox for converting analog to spiking neural networks (ANN to SNN), and running them in a spiking neuron simulator.☆382Updated 2 years ago
- Brian 2 version of Paper "Unsupervised Learning of digit recognition using STDP"☆134Updated 4 years ago
- The repository offer the simulation scripts of three different single-layer SNN learning algorihtms proposed by Querlioz, Diehl and this …☆15Updated 5 years ago
- Accurate and efficient Spiking recurrent networks on ECG,SHD,SSC,SOLI,(p)SMNIST,TIMIT☆83Updated 2 years ago
- Spatio-temporal BP for SNNs☆232Updated 3 years ago
- ☆255Updated 4 years ago
- Long short-term memory Spiking Neural Networks☆105Updated 5 years ago
- Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation☆102Updated 4 years ago
- Efficient Spiking Neural Network framework, built on top of PyTorch for GPU acceleration☆229Updated last year
- ☆38Updated 3 years ago
- High-speed simulator of convolutional spiking neural networks with at most one spike per neuron.☆394Updated 4 years ago
- Basic SNN propogating spikes between LIF neurons☆86Updated 7 years ago
- What about coding a Spiking Neural Network using an automatic differentiation framework? In SNNs, there is a time axis and the neural net…☆269Updated 2 years ago
- Tutorial for surrogate gradient learning in spiking neural networks☆336Updated last year
- ☆96Updated last year
- Implementation of Long Short Term Spiking NN☆39Updated 3 years ago
- This repo is the implementation of the spatio-temporal credit assignment (STCA) algorithm for training deep spiking neural networks.☆27Updated 6 years ago
- Convolutional spiking neural network implementing voltage-dependent synaptic plasticity and single-spike integrate-and-fire neurons☆13Updated 2 years ago
- One-Shot Object Appearance Learning using Spiking Neural Networks☆23Updated 6 years ago
- The code associated with Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences.☆52Updated 4 years ago
- The code for tuning Spiking Neural Network based on Biologically-plausible Reward Propagation☆11Updated 4 years ago