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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 105 12

  2. LAVA LAVA Public

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

    Python 44 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 18 4

  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 17

  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 20 1

Repositories

Showing 10 of 21 repositories
  • reds-lab.github.io Public

    Homepage portfolio of Reds Projects

    reds-lab/reds-lab.github.io’s past year of commit activity
    TypeScript 0 MIT 0 0 0 Updated Oct 16, 2024
  • preference-learning-with-rationales Public

    This is the public repository for Data-Centric Human Preference Optimization with Rationales.

    reds-lab/preference-learning-with-rationales’s past year of commit activity
    Python 1 Apache-2.0 0 0 0 Updated Jul 22, 2024
  • reds-lab/WokeyTalky’s past year of commit activity
    HTML 2 0 0 0 Updated Jul 12, 2024
  • BEEAR Public

    This is the official Gtihub repo for our paper: "BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language Models".

    reds-lab/BEEAR’s past year of commit activity
    HTML 8 1 0 0 Updated Jul 3, 2024
  • reds-lab/Forward-INF’s past year of commit activity
    Jupyter Notebook 3 Apache-2.0 0 0 0 Updated Jun 20, 2024
  • reds-lab/Woke-Pipeline’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 14, 2024
  • LAVA Public

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

    reds-lab/LAVA’s past year of commit activity
    Python 44 MIT 8 2 1 Updated Jun 5, 2024
  • Nash-Meta-Learning Public

    Official implementation of "Fairness-Aware Meta-Learning via Nash Bargaining." We explore hypergradient conflicts in one-stage meta-learning and their impact on fairness. Our two-stage approach uses Nash bargaining to mitigate conflicts, enhancing fairness and model performance simultaneously.

    reds-lab/Nash-Meta-Learning’s past year of commit activity
    Jupyter Notebook 3 0 0 0 Updated May 15, 2024
  • dataselection Public

    Projektor Website

    reds-lab/dataselection’s past year of commit activity
    JavaScript 0 MIT 0 0 0 Updated Dec 14, 2023
  • projektor Public

    This is an official repository for "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources" (NeurIPS 2023).

    reds-lab/projektor’s past year of commit activity
    Python 11 MIT 1 0 0 Updated Oct 26, 2023

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