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

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

[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

Operating standards, legal terms + platform disclosures.

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.

Free, open-source (AGPL-3.0) GDPR data-removal service for Italy: sends erasure requests to data brokers on your behalf. NestJS + MongoDB.

Web app for Cancellamy, a free open-source GDPR data-removal service for Italy. React + Vite.

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.

A local-first CLI privacy tool to inspect, clean, and spoof EXIF/metadata. Strip GPS tracking and hidden tags from images, PDFs, and video files. Inject realistic fake camera profiles and city coordinates. Includes anti-forensic shredding, bulk folder processing, timeline simulation, and zero telemetry.

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

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

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.

The Privacy Policies for our Service(s).

Operating standards, legal terms + platform disclosures.

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