134 Open source projects that are alternatives of or similar to NeuralNetworkAnalysis.jl

A brian2 extension to simulate spiking neural networks on GPUs

library of numerical methods using Armadillo

Implementation of the paper "Certifiable Robustness and Robust Training for Graph Convolutional Networks".

A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations

Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and DAE's (IDA) in a SciML scientific machine learning enabled manner

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

HyPro: A C++ state set representation library for the analysis of hybrid systems

Reinforcement learning with A* and a deep heuristic

Each chapter of this (mini-)book guides you in programming one important software component for automated driving.

Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.

An open-source systems and controls toolbox for Python3

OpenMAS is an open source multi-agent simulator based in Matlab for the simulation of decentralized intelligent systems defined by arbitrary behaviours and dynamics.

A curated (most recent) list of resources for Learning with Noisy Labels

C++ implementation of Model Predictive Control(MPC)

(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

Solving differential equations in R using DifferentialEquations.jl and the SciML Scientific Machine Learning ecosystem

Recentrifuge: robust comparative analysis and contamination removal for metagenomics

Julia Catalyst.jl importers for various reaction network file formats like BioNetGen and stoichiometry matrices

Piecewise Deterministic Markov Processes in Julia

Python library for ODE integration via Taylor's method and LLVM

textbook about control, robotics, system

Brain Dynamics Programming in Python

Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models

A simple but powerful C++ DAE (Differential Algebraic Equation) solver

Implementation of the WSDM 2021 paper "Node Similarity Preserving Graph Convolutional Networks"

Temporal Logic Planning toolbox

pyMOR - Model Order Reduction with Python

microblx: real-time, embedded, reflective function blocks.

Boundary value problem (BVP) solvers for scientific machine learning (SciML)

Files for my Nonlinear Systems and Controls class.

Artifitial Neural Networks for Solving Ordinary and Partial Differential Equations, in this case, Schrodinger's Equation for One Particle in a 1-Dimentional Box

Fortran Library for numerical INTegration of differential equations

Benchmarks for Corruption Invariant Person Re-identification. [NeurIPS 2021 Track on Datasets and Benchmarks]

[NeurIPS 2021]: Are Transformers More Robust Than CNNs? (Pytorch implementation & checkpoints)

CellMLToolkit.jl is a Julia library that connects CellML models to the Scientific Julia ecosystem.

A unified end-to-end learning and control framework that is able to learn a (neural) control objective function, dynamics equation, control policy, or/and optimal trajectory in a control system.

Universal modeling and simulation of fluid dynamics upon machine learning

Computational Neuroscience Crash Course (CNCC 2019)

Sensor data aggregation tool for any numerical sensor data. Robust and privacy-friendly.

Guided Missile, Radar and Infrared EOS Simulation Framework written in Fortran.

PyBullet CartPole and Quadrotor environments—with CasADi symbolic a priori dynamics—for learning-based control and RL

Backend for DiffEqOnline, a webapp for scientific machine learning (SciML)

Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"

Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia

A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers

An [IN PROGRESS] open source, low cost, low resource, quick deployment ventilator design that utilizes a Ambu-bag as a core component. Another project into the "war" against COVID-19. [Repo in Potuguese]

阿里云MNS

Astus' Mathematical Display Application : A GUI for Mathematics (Calculator, LaTeX Converter, Plotter, ... )

Source code for the examples accompanying the paper "Learning convex optimization control policies."

Marine Systems Simulator (MSS)

An Algorithm to Quantify Robustness of Recurrent Neural Networks

Cross-platform clone of the FRC Driver Station

Numerical methods implementation in Python.

Fast uncertainty quantification for scientific machine learning (SciML) and differential equations

Repository for B0M36SPJ

Benchmarking, testing, and development tools for differential equations and scientific machine learning (SciML)

Helicopter Scientific Machine Learning (SciML) Challenge Problem

Bulirsch-Stoer integration of systems of ordinary differential equations in JavaScript

High-performance simulations of the Porous Electrode Theory for Li-ion batteries