{"repo":"ffhibnese/Model-Inversion-Attack-ToolBox","free":true,"listed":false,"github":"https://github.com/ffhibnese/Model-Inversion-Attack-ToolBox","clone":"git clone https://github.com/ffhibnese/Model-Inversion-Attack-ToolBox.git","description":"A comprehensive toolbox for model inversion attacks and defenses, which is easy to get started.","language":"Python","stars":197,"topics":["benchmarks","toolbox","trustworthy-ai","machine-learning","privacy","model-inversion","model-inversion-attacks"],"license":null,"category":"machine-learning","readme_excerpt":"🔥Model Inversion Attack ToolBox v2.0🔥 Yixiang Qiu , Hongyao Yu , Hao Fang , Wenbo Yu, Bin Chen#, Xuan Wang, Shu-Tao Xia Welcome to MIA ! This repository is a comprehensive open-source Python benchmark for model inversion attacks, which is well-organized and easy to get started. It includes uniform implementations of advanced and representative model inversion methods, formulating a unified and reliable framework for a convenient and fair comparison between different model inversion methods. Our repository is continuously updated in https://github.com/ffhibnese/Model-Inversion-Attack-ToolBox . If you have any concerns about our toolbox, feel free to contact us at qiuyixiang@stu.hit.edu.cn, yuhongyao@stu.hit.edu.cn, and fang-h23@mails.tsinghua.edu.cn. Also, you are always welcome to contribute and make this repository better! :rocket: Introduction Model inversion attack is an emerging powerful private data theft attack, where a malicious attacker is able to reconstruct data with the same distribution as the training dataset of the target model. The reason why we developed this toolbox is that the research line of MI suffers from a lack of unified standards and reliable implementations of former studies. We hope our work can further help people in this area and promote the progress of their valuable research. :bulb: Features - Easy to get started. - Provide all the pre-trained model files. - Always up to date. - Well organized and encapsulated. - A unified and fair comparison ","default_branch":null,"files":null,"tree":[],"storefront":"/r/ffhibnese","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ffhibnese/Model-Inversion-Attack-ToolBox/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}