Princeton INSPIRE Research Group

ModelPoisoning

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

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"

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

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

DP-RandP

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

ObjectSeeker

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

tta_risk

variation-regularization

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

robust_representation_similarity

Understanding robust learning through the lens of representation similarity

Rotation_BD

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

LabelDP

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

quicstep

routing-aware-dns

A program to resolve DNS based on BGP route age.

multiclass_robust_lb

dns-lookup-data

Full-graph DNS lookup data collected from domains in Let's Encrypt logs.

log-loss-lower-bounds

multirobustbench

multirobustbench.github.io

open-mpic

Open Multi Perspective Issuance Corroboration Project

PAF_AT

Repository for DLS paper "Parameterizing activation functions for adversarial robustness"

PatchCURE

pki-resilience-processing

Code to copute the resilience of TLS domains. See resilience-computation/README.md for more.

pki-topology-simulator

Topology simulations based on modeling on quicksand for Internet topology simulations related to the PKI.

robustbench

RobustBench: a standardized adversarial robustness benchmark [NeurIPS'21 Benchmarks and Datasets Track]