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coder's Projects

acid icon acid

Source code for the paper: Adaptive Clustering-based Malicious Traffic Classification at the Network Edge (https://homepages.inf.ed.ac.uk/ppatras/pub/infocom21.pdf)

art icon art

The code for paper "ART: Abstraction Refinement-Guided Training for Provably Correct Neural Networks".

artif icon artif

An advanced real time threat intelligence framework to identify threats and malicious web traffic on the basis of IP reputation and historical data.

auto_lirpa icon auto_lirpa

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

cade icon cade

Code for our USENIX Security 2021 paper -- CADE: Detecting and Explaining Concept Drift Samples for Security Applications

certifiedrelurobustness icon certifiedrelurobustness

Efficient Robustness Verification for ReLU networks (this repository is DEPRECATED, don't use, see description)

cifar10_challenge icon cifar10_challenge

A challenge to explore adversarial robustness of neural networks on CIFAR10.

cnn-cert icon cnn-cert

Codes for reproducing the experimental results in "CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks", published at AAAI 2019

crown-ibp icon crown-ibp

Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).

crown-robustness-certification icon crown-robustness-certification

CROWN: A Neural Network Robustness Certification Algorithm for General Activation Functions (This repository is DEPRECATED; use https://github.com/huanzhang12/RecurJac-and-CROWN instead)

dagmm icon dagmm

My attempt at reproducing the paper Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

dagmm-1 icon dagmm-1

A Pytorch implementation of the paper `Deep Autoencoding Gaussian Mixture Model For Unsupervised Anomaly Detection` by Zong et al.

deepdig icon deepdig

This repository contains the code for Characterizing the Decision Boundary of Deep Neural Networks

denoised-smoothing icon denoised-smoothing

Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs

df icon df

The source code and dataset are used to demonstrate the DF model, and reproduce the results of the ACM CCS2018 paper

dl2 icon dl2

DL2 is a framework that allows training neural networks with logical constraints over numerical values in the network (e.g. inputs, outputs, weights) and to query networks for inputs fulfilling a logical formula.

fare icon fare

FARE: Enabling Fine-grained Attack Categorization under Low-quality Labeled Data

freelb icon freelb

Adversarial Training for Natural Language Understanding

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