walterperegrim

alibi-detect

Algorithms for outlier, adversarial and drift detection

Deep-Spiking-Q-Networks

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.

snntorch

Deep and online learning with spiking neural networks in Python

episodic-transformer-memory-ppo

Clean baseline implementation of PPO using an episodic TransformerXL memory

endless-memory-gym

Challenging Memory-based Deep Reinforcement Learning Agents

lava-optimization

Neuromorphic mathematical optimization with Lava

IntelNeuromorphicDNSChallenge

Intel Neuromorphic DNS Challenge

neuromorphics-daily-arxiv

Neuromorphic paper list, automatically updating everyday at 8:00 am GMT.

spiking-fullsubnet

Official repository of Spiking-FullSubNet, the Intel N-DNS Challenge Algorithmic Track Winner.

FARMap

Grid Cell-Inspired Fragmentation and Recall for Efficient Map Building (TMLR 2024)

ARL_Battlespace

This repository is to develop novel AIs for complex C2 decision making. It consists of parallel branches for GUI and for AI development (coming soon) for the ARL Battlespace wargame.

spiking_convlstms

A repository for the code of the experiment described in the article "Spiking ConvLSTM for Semantic Music Generation"

deep-reinforcement-learning-gym

Deep reinforcement learning model implementation in Tensorflow + OpenAI gym

aimusicgenerationchallenge2023

TorchRC

An organized collection of Reservoir Computing models and techniques that is well-integrated within the PyTorch API.

EchoTorch

A Python toolkit for Reservoir Computing and Echo State Network experimentation based on pyTorch. EchoTorch is the only Python module available to easily create Deep Reservoir Computing models.

Reinforcement-Learning-on-Spiking-Neural-Networks

Using Spiking Neural Networks on Spinnaker to play Atari games.

uni-sofia-masters-project

Masters degree project

Spine-SNN

Dendritic Spines inspired Spiking Neural Networks for reinforcement learning

MAToM-SNN

AdaSpikTDBC

Offline spiking reinforcement learning

SNN-RL

Reinforcement learning framework for spiking neural network actors with R-STDP for the master's thesis "Training Spiking Neural Networks with Reinforcement Learning".

snntorch_rl

PAFBenchmark

Neuromorphic Vision Datasets for Pedestrian Detection, Action Recognition, and Fall Detection

IPN-hand

Code and models of our arXiv paper "IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture Recognition"

rockpool

A machine learning library for spiking neural networks. Supports training with both torch and jax pipelines, and deployment to neuromorphic hardware.

qiskit-nature

Qiskit Nature is an open-source, quantum computing, framework for solving quantum mechanical natural science problems.

python-louvain

Louvain Community Detection

echoes

Machine Learning with Echo State Networks, a scikit-learn compatible package.

distgcn

Link Scheduling using Graph Neural Networks, IEEE TWC