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ReDS Lab · GitHub

ReDS Lab

Responsible Data Science Lab @ Virginia Tech | AI Security & Privacy & More

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  1. Narcissus Narcissus Public

    The official implementation of the CCS'23 paper, Narcissus clean-label backdoor attack -- only takes THREE images to poison a face recognition dataset in a clean-label way and achieves a 99.89% att…

    Python 127 15

  2. LAVA LAVA Public

    This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).

    Python 54 8

  3. Meta-Sift Meta-Sift Public

    The official implementation of USENIX Security'23 paper "Meta-Sift" -- Ten minutes or less to find a 1000-size or larger clean subset on poisoned dataset.

    Python 20 6

  4. Universal_Pert_Cert Universal_Pert_Cert Public

    This repo is the official implementation of the ICLR'23 paper "Towards Robustness Certification Against Universal Perturbations." We calculate the certified robustness against universal perturbatio…

    Python 12 2

  5. ASSET ASSET Public

    This repository is the official implementation of the paper "ASSET: Robust Backdoor Data Detection Across a Multiplicity of Deep Learning Paradigms." ASSET achieves state-of-the-art reliability in …

    Python 20 1

  6. CLIP-MIA CLIP-MIA Public

    This is an official repository for Practical Membership Inference Attacks Against Large-Scale Multi-Modal Models: A Pilot Study (ICCV2023).

    Jupyter Notebook 26 2

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