sungyoon-lee's Stars
sungyoon-lee/LossLandscapeMatters
[NeurIPS 2021] Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples | ⛰️⚠️
lixilinx/psgd_torch
Pytorch implementation of preconditioned stochastic gradient descent (affine group preconditioner, low-rank approximation preconditioner and more)
noahgolmant/pytorch-hessian-eigenthings
Efficient PyTorch Hessian eigendecomposition tools!
alecwangcq/KFAC-Pytorch
Pytorch implementation of KFAC and E-KFAC (Natural Gradient).
wiseodd/natural-gradients
Collection of algorithms for approximating Fisher Information Matrix for Natural Gradient (and second order method in general)
facebookresearch/moco-v3
PyTorch implementation of MoCo v3 https//arxiv.org/abs/2104.02057
tfjgeorge/nngeometry
{KFAC,EKFAC,Diagonal,Implicit} Fisher Matrices and finite width NTKs in PyTorch
Thrandis/EKFAC-pytorch
Repository containing Pytorch code for EKFAC and K-FAC perconditioners.
dydjw9/Efficient_SAM
leventsagun/hessian-for-basicDL
can calculate the Hessian matrix and/or its spectrum for simple neural nets
libffcv/ffcv
FFCV: Fast Forward Computer Vision (and other ML workloads!)
deep-lab/DeepnetHessian
Measurements of Three-Level Hierarchical Structure in the Outliers in the Spectrum of Deepnet Hessians (ICML 2019)
hippylib/hippylib
An Extensible Software Framework for Large-Scale Inverse Problems
alshedivat/al-folio
A beautiful, simple, clean, and responsive Jekyll theme for academics
wjmaddox/swa_gaussian
Code repo for "A Simple Baseline for Bayesian Uncertainty in Deep Learning"
Lilcob/-DL_PaperReadingMeeting
Deep Learning Paper Reading Meeting-Archive
weiaicunzai/pytorch-cifar100
Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)
pytorch/examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
facebookresearch/simsiam
PyTorch implementation of SimSiam https//arxiv.org/abs/2011.10566
SamsungLabs/ASAM
Implementation of ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks, ICML 2021.
huggingface/pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
HobbitLong/SupContrast
PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)
huanzhang12/CROWN-IBP
Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).
davda54/sam
SAM: Sharpness-Aware Minimization (PyTorch)
lucidrains/vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
jungwoo-ha/WeeklyArxivTalk
[Zoom & Facebook Live] Weekly AI Arxiv 시즌2
mgth/LittleBigMouse
DPI Aware mouse move across screens
subeeshvasu/Awesome-Learning-with-Label-Noise
A curated list of resources for Learning with Noisy Labels
Verified-Intelligence/auto_LiRPA
auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs
lmcinnes/umap
Uniform Manifold Approximation and Projection