inspire-group/privacy-vs-robustness

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inspire-group/privacy-vs-robustness

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Privacy Risks of Securing Machine Learning Models against Adversarial Examples

ModelPoisoning

Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470

SSD

SSD: A Unified Framework for Self-Supervised Outlier Detection [ICLR 2021]

adv-patch-paper-list

A paper list for localized adversarial patch research

membership-inference-evaluation

Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models

hydra

Code and checkpoints of compressed networks for the paper titled "HYDRA: Pruning Adversarially Robust Neural Networks" (NeurIPS 2020) (https://arxiv.org/abs/2002.10509).

PatchGuard

Code for paper "PatchGuard: A Provably Robust Defense against Adversarial Patches via Small Receptive Fields and Masking"

advml-traffic-sign

Code for the 'DARTS: Deceiving Autonomous Cars with Toxic Signs' paper

Jupyter Notebook

PatchCleanser

Code for "PatchCleanser: Certifiably Robust Defense against Adversarial Patches for Any Image Classifier"

patch-defense-leaderboard

A Leaderboard for Certifiable Robustness against Adversarial Patch Attacks

MVG-Mechansim

A module for the Matrix-Variate Gaussian (MVG) mechanism for differential privacy under matrix-valued query.

unlearning-verification

verifying machine unlearning by backdooring

DetectorGuard

Code for "DetectorGuard: Provably Securing Object Detectors against Localized Patch Hiding Attacks"

MIAdefenseSELENA

[USENIX Security 2022] Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture

robustness-via-transport

OOD-Attacks

Attacks using out-of-distribution adversarial examples

DP-RandP

[NeurIPS 2023] Differentially Private Image Classification by Learning Priors from Random Processes

tta_risk

ObjectSeeker

Code for "ObjectSeeker: Certifiably Robust Object Detection against Patch Hiding Attacks via Patch-agnostic Masking"

variation-regularization

Official code for the paper "Formulating Robustness Against Unforeseen Attacks"

Jupyter Notebook

robust_representation_similarity

Understanding robust learning through the lens of representation similarity

RON-Gauss

Implementation for the RON-Gauss system for non-interactive differentially-private data release.

Rotation_BD

Code for "Just Rotate it: Deploying Backdoor Attacks via Rotation Transformation"

sybilfuse

comps

exploring intentional connection migration for privacy

SICO-tools

Code for several of the tools used in the AMC CCS Paper "SICO: Surgical Interception Attacks by Manipulating BGP Communities"

Root-ORAM

PatchCURE

certificate-database

This is a MySQL dump backup of a database of 1.8 million certificates and corresponding BGP data from when those certificates were issued.

RobustRAG

proxy-distributions

Official repository for our paper titled "Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness?"

advml_website

CA-vantage-point-selection

An algorithm designed to select best vantage points for use by CAs.

Counter-Raptor-Tor-Client

PinMe

This is the repo for the project, known as PinMe, http://arsalanmosenia.com/papers/Pinme_preprint.pdf

routing-aware-dns

A program to resolve DNS based on BGP route age.

BGP-age-false-positive-study

This repository is designed to compute the false positives of various age-based BGP monitoring systems for use by certificate authorities.

quicstep

LinkMirage

LabelDP

[PETS 2022] Machine Learning with Differentially Private Labels: Mechanisms and Frameworks