Vayne Xie's repositories
academicpages.github.io
Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
awesome-explanatory-supervision
List of relevant resources for machine learning from explanatory supervision
awesome-graph-explainability-papers
Papers about explainability of GNNs
awesome-machine-learning-interpretability
A curated list of awesome machine learning interpretability resources.
awesome_deep_learning_interpretability
深度学习近年来关于神经网络模型解释性的相关高引用/顶会论文(附带代码)
Example-Perplexity
Estimation of Example Perplexity
mypy
Optional static typing for Python
OpenXAI
OpenXAI : Towards a Transparent Evaluation of Model Explanations
pytorch-grad-cam
Many Class Activation Map methods implemented in Pytorch for CNNs and Vision Transformers. Including Grad-CAM, Grad-CAM++, Score-CAM, Ablation-CAM and XGrad-CAM
Sobol-Attribution-Method
👋 Code for the paper: "Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis" (NeurIPS 2021)
Transformer-Explainability
[CVPR 2021] Official PyTorch implementation for Transformer Interpretability Beyond Attention Visualization, a novel method to visualize classifications by Transformer based networks.
xplique
👋 Xplique is a Neural Networks Explainability Toolbox