jingddong-zhang

RC_Lorenz

pykan

Kolmogorov Arnold Networks

auto_LiRPA

auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs

README

README文件语法解读，即Github Flavored Markdown语法介绍

KoopmanLab

A library for Koopman Neural Operator with Pytorch.

INNLab

A python/pytorch package for invertible neural networks

realNVP

PyTorch implementation of realNVP

invertible_neural_networks

Normalizing-flow Invertible Neural Networks (TensorFlow2+Keras)

normalizing-flows

PyTorch implementation of normalizing flow models

iscas89_hl_verilog

Re-host of ISCAS89 sequential benchmark circuits in higher level verilog (without "DFF")

A-GCL

MedIA 2023

NystromKoopman

MD_LJP

An elementary MD simulation program written in python

torchsde

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

difflogic

A Library for Differentiable Logic Gate Networks

symplectic-adjoint-method

Code for "Symplectic Adjoint Method for Exact Gradient of Neural ODE with Minimal Memory," NeurIPS, 2021.

GANO

gym

A toolkit for developing and comparing reinforcement learning algorithms.

torchdiffeq

Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

NeuralLaplace

Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.

pytorch-spectral-normalization-gan

Paper by Miyato et al. https://openreview.net/forum?id=B1QRgziT-

UMNN

Implementation of Unconstrained Monotonic Neural Network and the related experiments. These architectures are particularly useful for modelling monotonic transformations in normalizing flows.

sylvester-flows

expRNN

Optimization with orthogonal constraints and on general manifolds

ffjord

code for "FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models".

neuraloperator

Learning in infinite dimension with neural operators.

hamiltonian-nn

Code for our paper "Hamiltonian Neural Networks"

kdv-kawahara

Numerical Solver to Korteweg-de Vries and Kawahara Equations

PyTorch-VAE

A Collection of Variational Autoencoders (VAE) in PyTorch.

geotorch

Constrained optimization toolkit for PyTorch