Princeton INSPIRE Research Group (@inspire-group)
Guthub

inspire-group

Twitter logo Share LinkedIn logo Share Facebook logo Share

Top repositories

1

ModelPoisoning

Code for "Analyzing Federated Learning through an Adversarial Lens" https://arxiv.org/abs/1811.12470
Python
148
star
2

SSD

SSD: A Unified Framework for Self-Supervised Outlier Detection [ICLR 2021]
Python
130
star
3

adv-patch-paper-list

A paper list for localized adversarial patch research
123
star
4

membership-inference-evaluation

Systematic Evaluation of Membership Inference Privacy Risks of Machine Learning Models
Python
116
star
5

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).
Python
88
star
6

PatchGuard

Code for paper "PatchGuard: A Provably Robust Defense against Adversarial Patches via Small Receptive Fields and Masking"
Python
62
star
7

privacy-vs-robustness

Privacy Risks of Securing Machine Learning Models against Adversarial Examples
Python
44
star
8

advml-traffic-sign

Code for the 'DARTS: Deceiving Autonomous Cars with Toxic Signs' paper
Jupyter Notebook
35
star
9

PatchCleanser

Code for "PatchCleanser: Certifiably Robust Defense against Adversarial Patches for Any Image Classifier"
Python
34
star
10

patch-defense-leaderboard

A Leaderboard for Certifiable Robustness against Adversarial Patch Attacks
19
star
11

MVG-Mechansim

A module for the Matrix-Variate Gaussian (MVG) mechanism for differential privacy under matrix-valued query.
Python
18
star
12

unlearning-verification

verifying machine unlearning by backdooring
Python
17
star
13

DetectorGuard

Code for "DetectorGuard: Provably Securing Object Detectors against Localized Patch Hiding Attacks"
Python
14
star
14

MIAdefenseSELENA

[USENIX Security 2022] Mitigating Membership Inference Attacks by Self-Distillation Through a Novel Ensemble Architecture
Python
13
star
15

robustness-via-transport

Python
12
star
16

OOD-Attacks

Attacks using out-of-distribution adversarial examples
Python
12
star
17

DP-RandP

[NeurIPS 2023] Differentially Private Image Classification by Learning Priors from Random Processes
Python
11
star
18

tta_risk

Python
9
star
19

ObjectSeeker

Code for "ObjectSeeker: Certifiably Robust Object Detection against Patch Hiding Attacks via Patch-agnostic Masking"
Python
9
star
20

variation-regularization

Official code for the paper "Formulating Robustness Against Unforeseen Attacks"
Jupyter Notebook
7
star
21

robust_representation_similarity

Understanding robust learning through the lens of representation similarity
Python
6
star
22

RON-Gauss

Implementation for the RON-Gauss system for non-interactive differentially-private data release.
Python
6
star
23

Rotation_BD

Code for "Just Rotate it: Deploying Backdoor Attacks via Rotation Transformation"
Python
5
star
24

sybilfuse

C++
4
star
25

comps

exploring intentional connection migration for privacy
Python
4
star
26

SICO-tools

Code for several of the tools used in the AMC CCS Paper "SICO: Surgical Interception Attacks by Manipulating BGP Communities"
Python
3
star
27

Root-ORAM

MATLAB
3
star
28

PatchCURE

Python
2
star
29

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.
SQLPL
2
star
30

RobustRAG

Python
2
star
31

proxy-distributions

Official repository for our paper titled "Robust Learning Meets Generative Models: Can Proxy Distributions Improve Adversarial Robustness?"
1
star
32

advml_website

HTML
1
star
33

CA-vantage-point-selection

An algorithm designed to select best vantage points for use by CAs.
Python
1
star
34

Counter-Raptor-Tor-Client

C
1
star
35

PinMe

This is the repo for the project, known as PinMe, http://arsalanmosenia.com/papers/Pinme_preprint.pdf
Python
1
star
36

routing-aware-dns

A program to resolve DNS based on BGP route age.
Python
1
star
37

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.
Python
1
star
38

quicstep

Python
1
star
39

LinkMirage

LinkMirage
Python
1
star
40

LabelDP

[PETS 2022] Machine Learning with Differentially Private Labels: Mechanisms and Frameworks
Python
1
star