GAug
TextAttack
| GAug | TextAttack | |
|---|---|---|
| 1 | 3 | |
| 181 | 2,754 | |
| - | 1.3% | |
| 0.0 | 8.3 | |
| 8 days ago | about 1 month ago | |
| Python | Python | |
| MIT License | MIT License |
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GAug
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[D] What are some graph data augmentations?
Code for https://arxiv.org/abs/2006.06830 found: https://github.com/GAugAuthors/GAug
TextAttack
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Preprocessing methods besides stop words, regular expressions, lemmatization and stemming for an NLP classification problem
Could have a look at what's available in the augmentor here https://github.com/QData/TextAttack. I'm not experienced with NLP so I may be way off here
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TextAttack VS OpenAttack - a user suggested alternative
2 projects | 6 Jul 2022
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[D] Advanced Takeaways from fast.ai book
Text data augmentation - negate words, replace words with similes, perturb word embeddings (nice github repo for this)
What are some alternatives?
TextFooler - A Model for Natural Language Attack on Text Classification and Inference
adversarial-robustness-toolbox - Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]
OpenAttack - An Open-Source Package for Textual Adversarial Attack.
auto-attack - Code relative to "Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks"
spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python
KitanaQA - KitanaQA: Adversarial training and data augmentation for neural question-answering models
advertorch - A Toolbox for Adversarial Robustness Research
AIJack - Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
alpha-beta-CROWN - alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)
mlattacks - Machine Learning Attack Series
auto_LiRPA - auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs