Brain-Cog-Lab / BP-STA
This repository contains code from our paper "Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks" published in Cell Patterns. https://www.cell.com/patterns/fulltext/S2666-3899(22)00119-2
☆32Updated 2 years ago
Alternatives and similar repositories for BP-STA:
Users that are interested in BP-STA are comparing it to the libraries listed below
- Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks☆34Updated 3 years ago
- [CVPR 2022] Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation☆48Updated 2 years ago
- [NeurIPS 2022] Online Training Through Time for Spiking Neural Networks☆55Updated last year
- A simple direct training implement for SNNs using Spatio-Temporal Backpropagation☆84Updated last year
- ☆49Updated last year
- This repository contains code from our paper Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes, published in …☆19Updated 2 years ago
- Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks☆101Updated 2 years ago
- The code associated with Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences.☆51Updated 3 years ago
- In this repo, Spiking recurrent neural network is applied on various task for ICONs2020☆28Updated 4 years ago
- STBP is a way to train SNN with datasets by Backward propagation.Using this Repositories allows you to train SNNS with STBP and quantize …☆27Updated 2 years ago
- Code for temporal efficient training☆57Updated 5 months ago
- a spiking neural network module, tempotron for classification☆15Updated 4 years ago
- ☆28Updated last year
- Training spiking networks with hybrid ann-snn conversion and spike-based backpropagation☆99Updated 3 years ago
- This repo is the implementation of the spatio-temporal credit assignment （STCA） algorithm for training deep spiking neural networks.☆25Updated 5 years ago
- Offical implementation of "Attention Spiking Neural Networks" (IEEE T-PAMI2023)☆73Updated 7 months ago
- Advancing Spiking Neural Networks towards Deep Residual Learning☆46Updated 10 months ago
- Accurate and efficient Spiking recurrent networks on ECG,SHD,SSC,SOLI,(p)SMNIST,TIMIT☆78Updated last year
- Optimizing threshold and leak in LIF neurons with end-to-end backpropagation☆18Updated 3 years ago
- Code for paper "Optimal ANN-SNN conversion for high-accuracy and ultra-low-latency spiking neural networks"☆24Updated last year
- 该仓库主要收录了顶会中SNN领域的一些论文，论文内容与代理梯度和ANN-SNN转换相关。☆18Updated 2 years ago
- STSC-SNN: Spatio-Temporal Synaptic Connection with temporal convolution and attention for spiking neural networks☆22Updated 2 years ago
- [ICCV2023] Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks☆37Updated last year
- GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks, NeurIPS 2022 Poster☆50Updated last year
- ☆26Updated 4 years ago
- ☆22Updated 2 years ago
- Pytorch implementation of TSSL-BP rule for Deep Spiking Neural Networks.☆68Updated 9 months ago
- ☆11Updated 3 years ago
- Official code of "AutoSNN: Towards Energy-Efficient Spiking Neural Networks," ICML22☆17Updated 2 years ago
- The code for tuning Spiking Neural Network based on Biologically-plausible Reward Propagation☆11Updated 4 years ago