data-removal

Awesome Machine Unlearning (A Survey of Machine Unlearning)

Existing Literature about Machine Unlearning

[ICLR24 (Spotlight)] "SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation" by Chongyu Fan*, Jiancheng Liu*, Yihua Zhang, Eric Wong, Dennis Wei, Sijia Liu

[NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gaowen Liu, Yang Liu, Pranay Sharma, Sijia Liu

[ECCV24] "Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu

Code for CVPR22 paper "Deep Unlearning via Randomized Conditionally Independent Hessians"

Machine Unlearning for Random Forests

Free, open-source data broker removal tool: send GDPR/CCPA opt-out requests to 700+ data brokers automatically. Maintained continuation of digisamroc/eraser.

A privacy-first web app that helps you find and erase your digital footprint across public websites. Python, Flask and HTML, fully automated and open source.

A documentation for evil things Discord.

Local, subscription-free data-broker removal tracker. Generates legal opt-out requests, tracks status per broker, and auto-classifies IMAP replies — all on your machine, no PII leaves it.

Ghostbyte — Your personal data/information removal tracker. Nuke your info from data brokers, people search sites & privacy leeches with a GUI interface.

Local-first personal data removal engine. Guided opt-outs from people-search and data broker sites, driven by Claude in Chrome. Your data stays on your own machine and you approve every request. Each site integration is an open JSON file backed by a screenshot of the opt-out page it was built from.

🔍 Scan 200 data brokers in 10 seconds. Free, open-source alternative to DeleteMe, Optery, Incogni. Local-first, audit-signed, MIT-licensed.

The Privacy Policies for our Service(s).

A continuously-updated catalog of machine unlearning papers with live citation counts.

Find every company quietly holding your personal data and opt out of all of them, by hand, by script, or by agent.

Open dataset of 499 U.S. data brokers and their opt-out links. CC BY 4.0. Maintained by PersProtect.

This application allows you to analyze and remove metadata from files locally to ensure privacy and GDPR compliance.

strip all metadata from your images before you share them