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Princeton INSPIRE Research Group's Projects

bgp-age-false-positive-study icon 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.

certificate-database icon 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.

comps icon comps

exploring intentional connection migration for privacy

detectorguard icon detectorguard

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

dns-lookup-data icon dns-lookup-data

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

dp-randp icon dp-randp

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

hydra icon 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).

labeldp icon labeldp

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

miadefenseselena icon miadefenseselena

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

ml_defense icon ml_defense

Implements attacks and defenses for machine learning systems

modelpoisoning icon modelpoisoning

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

mvg-mechansim icon mvg-mechansim

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

objectseeker icon objectseeker

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

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