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@AI-secure

AI Secure

UIUC Secure Learning Lab

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  1. DecodingTrust DecodingTrust Public

    A Comprehensive Assessment of Trustworthiness in GPT Models

    Python 223 50

  2. DBA DBA Public

    DBA: Distributed Backdoor Attacks against Federated Learning (ICLR 2020)

    Python 168 45

  3. Certified-Robustness-SoK-Oldver Certified-Robustness-SoK-Oldver Public

    This repo keeps track of popular provable training and verification approaches towards robust neural networks, including leaderboards on popular datasets and paper categorization.

    99 10

  4. VeriGauge VeriGauge Public

    A united toolbox for running major robustness verification approaches for DNNs. [S&P 2023]

    C 86 6

  5. InfoBERT InfoBERT Public

    [ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

    Python 82 7

  6. multi-task-learning multi-task-learning Public

    Code for the ICML 2021 paper "Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation", Haoxiang Wang, Han Zhao, Bo Li.

    Python 66 9

Repositories

Showing 10 of 52 repositories
  • aug-pe Public

    [ICML 2024] Differentially Private Synthetic Data via Foundation Model APIs 2: Text

    AI-secure/aug-pe’s past year of commit activity
    Python 18 Apache-2.0 2 1 0 Updated Jun 21, 2024
  • MMDT Public

    Comprehensive Assessment of Trustworthiness in Multimodal Foundation Models

    AI-secure/MMDT’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jun 19, 2024
  • DecodingTrust Public

    A Comprehensive Assessment of Trustworthiness in GPT Models

    AI-secure/DecodingTrust’s past year of commit activity
    Python 223 CC-BY-SA-4.0 50 10 2 Updated Jun 19, 2024
  • helm Public Forked from stanford-crfm/helm

    Holistic Evaluation of Language Models (HELM), a framework to increase the transparency of language models (https://arxiv.org/abs/2211.09110).

    AI-secure/helm’s past year of commit activity
    Python 0 Apache-2.0 233 0 2 Updated Jun 12, 2024
  • VFL-ADMM Public

    Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM (SaTML 2024)

    AI-secure/VFL-ADMM’s past year of commit activity
    0 Apache-2.0 0 0 0 Updated Mar 21, 2024
  • DPFL-Robustness Public

    [CCS 2023] Unraveling the Connections between Privacy and Certified Robustness in Federated Learning Against Poisoning Attacks

    AI-secure/DPFL-Robustness’s past year of commit activity
    Python 5 0 0 0 Updated Feb 15, 2024
  • hf-blog Public Forked from huggingface/blog

    Public repo for HF blog posts

    AI-secure/hf-blog’s past year of commit activity
    Jupyter Notebook 0 659 0 0 Updated Jan 27, 2024
  • AI-secure/DecodingTrust-Data-Legacy’s past year of commit activity
    Python 0 0 0 0 Updated Dec 26, 2023
  • TextGuard Public

    TextGuard: Provable Defense against Backdoor Attacks on Text Classification

    AI-secure/TextGuard’s past year of commit activity
    Python 5 0 0 0 Updated Nov 7, 2023
  • InfoBERT Public

    [ICLR 2021] "InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective" by Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

    AI-secure/InfoBERT’s past year of commit activity
    Python 82 7 0 0 Updated Oct 25, 2023