Logistic Regression on MNIST with PyTorch | by Asad Mahmood | Towards Data Science

Logistic Regression with PyTorch. A introduction to applying logistic… | by Denny Loevlie | Towards Data Science

3 种方法实现逻辑回归多分类 - 知乎 (zhihu.com)

python逻辑回归分类MNIST数据集 - 林木子 - 博客园 (cnblogs.com)

DeepLearningTutorial/2_Classifying_MNIST_using_LR_逻辑回归进行MNIST分类.md at master · Syndrome777/DeepLearningTutorial (github.com)

https://zhuanlan.zhihu.com/p/169470634

cross entropy in Pytorch

$$ \ell(x, y) = L = \{l_1,\dots,l_N\}^\top, \quad l_n = - w_{y_n} \log \frac{\exp(x_{n,y_n})}{\sum_{c=1}^C \exp(x_{n,c})} \cdot \mathbb{1}\{y_n \not= \text{ignore\_index}\} $$

Softmax理解之二分类与多分类 - 知乎 (zhihu.com)

(48条消息) 浅谈Pytorch中的Variable的使用方法_Yale曼陀罗的博客-CSDN博客_pytorch中variable

(48条消息) pytorch中的Variable()_你吃过卤汁牛肉吗的博客-CSDN博客_pytorch中variable

你必须要知道CNN模型：ResNet - 知乎 (zhihu.com)

[1512.03385] Deep Residual Learning for Image Recognition (arxiv.org)

图神经网络（Graph Neural Networks，GNN）综述 - 知乎 (zhihu.com)

GAN info extract related

GAN Enhanced Membership Inference: A Passive Local Attack in Federated Learning | IEEE Conference Publication | IEEE Xplore

FL with information-extraction attacks through generative methods

Deep Leakage from Gradients (nips.cc)(nips2019)