wangyongjie-ntu

Awesome-explainable-AI

A collection of research materials on explainable AI/ML

CFAI

A collection of algorithms of counterfactual explanations.

fengyun-123

风云1-3 漫画; Fung Wan Comics;

awesome-counterfactual-explanations

awesome counterfactual explanations

AI-Homework

人工智能结课作业（A星八数码/广度优先/深度优先/粒子群寻优算法/遗传算法/蚁群算法/BP神经网络/卷积神经网络）

al-folio

A beautiful, simple, clean, and responsive Jekyll theme for academics

C-CHVAE-Pytorch

The reproduction of c-chvae.

ceml

CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox

CEMSP

CIKM 2023, Flexible and Robust Counterfactual Explanations with Minimal Satisfiable Perturbations

DiCE

Generate Diverse Counterfactual Explanations for any machine learning model.

DualCF

FaccT 2022, DualCF: Efficient Model Extraction Attack from Counterfactual Explanations

FairnessRobustnessContrastingExplanations

GNN_Notes

图神经网络(GNN)学习笔记

GUM

The official code for the paper "Summarizing User-Item Matrix By Group Utility Maximization"

Linux-ToolBoxes

LOANT

code for NAACL 2021 paper "Latent-Optimized Adversarial Neural Transfer for Sarcasm Detection"

local-linearity-of-relu-neural-networks

mit-deep-learning-book-pdf

MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville

ML_Notebooks

A repository for public Machine Learning notebooks I have created

ML_Notes

机器学习算法的公式推导以及numpy实现

python-causality-handbook

Causal Inference for the Brave and True. A light-hearted yet rigorous approach to learning about impact estimation and sensitivity analysis.

pytorch-cnn-visualizations

Pytorch implementation of convolutional neural network visualization techniques

ResponsibleAI

A collection of news articles, books, and papers on Responsible AI cases. The purpose is to study these cases and learn from them to avoid repeating the failures of the past.

robust-counterfactuals

Repo of the paper "On the Robustness of Sparse Counterfactual Explanations to Adverse Perturbations"

SkylineCF

Skyline of Counterfactual Explanations (CIKM 2021)

tabnet

PyTorch implementation of TabNet paper : https://arxiv.org/pdf/1908.07442.pdf

TABNET-Reproduced

Personal reproduced TabNet

wangyongjie-ntu

wangyongjie-ntu.github.io

Personal home page wangyongjie-ntu.github.io

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some code snipets