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Zhang Peixin's Projects

a3t icon a3t

This repository contains the implementation and the evaluation of our ICML 2020 paper: Robustness to Programmable String Transformations via Augmented Abstract Training.

adf icon adf

White-box Fairness Testing through Adversarial Sampling

aequitas-1 icon aequitas-1

Aequitas, a directed fairness testing framework machine learning models.

aif360 icon aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

auto_lirpa icon auto_lirpa

[NeurIPS 2020]auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks

deepface icon deepface

A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python

eran icon eran

ETH Robustness Analyzer for Deep Neural Networks

facialphenotypes icon facialphenotypes

Face Verification and Identification Test Code for Racial Phenotype Evaluation on RFW and VGGFace2

lime icon lime

Lime: Explaining the predictions of any machine learning classifier

themis icon themis

Themis™ is a software fairness tester.

tog icon tog

Real-time object detection is one of the key applications of deep neural networks (DNNs) for real-world mission-critical systems. While DNN-powered object detection systems celebrate many life-enriching opportunities, they also open doors for misuse and abuse. This project presents a suite of adversarial objectness gradient attacks, coined as TOG,

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