Awesome Machine Unlearning (A Survey of Machine Unlearning)
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Updated
Aug 13, 2026 - Jupyter Notebook
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Awesome Machine Unlearning (A Survey of Machine Unlearning)
data-privacy gdpr right-to-be-forgotten machine-unlearning continual-learning forgetting data-deletion unlearning membership-inference data-removal model-certification federated-unlearning recommendation-unlearning few-shot-unlearning unlearning-verification feature-injection deep-unlearning llm-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
generative-model data-privacy diffusion machine-unlearning forgetting diffusion-models data-deletion membership-inference-attack unlearning membership-inference data-removal
[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
data-privacy machine-unlearning forgetting data-deletion membership-inference-attack unlearning membership-inference data-removal
[ECCV24] "Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu
evaluation data-privacy evaluation-framework machine-unlearning forgetting data-deletion unlearning data-removal
Code for CVPR22 paper "Deep Unlearning via Randomized Conditionally Independent Hessians"
privacy deep-learning matlab pytorch neural-networks gdpr machine-unlearning rtbf data-deletion data-removal deep-unlearning machine-forgetting
An audit agent that proves whether a person's data is really gone: resolves identity across systems, judges state at the audit cutoff, finds surviving PII and restore paths, and plans the fix. First place out of 4,650 at HackerRank Orchestrate 2026.
python audit openai compliance data-privacy gdpr ai-agents tool-use data-deletion llm-agents agent-evaluation evidence-based-reasoning right-to-erasure hackerrank-orchestrate
Unlock My Data is a user-friendly web platform that helps individuals regain control of their personal data under EU's GDPR.
Bulk-delete your own Reddit chat messages and comments. Dry-run by default, deletes only what you authored.
Windows Dead Man Switch - Automatisches Datenvernichtungssystem mit GUI | Automatic data destruction after X days without login
windows security gui automation privacy powershell bitlocker dead-man-switch data-protection veracrypt data-deletion
DIY financial data deletion tool for India. DPDP Act 2023 + RBI DLG compliant. Send deletion requests to 30+ NBFCs, fintechs, and banks.
Open-source proof-of-erasure platform: find every copy of personal data, remediate safely, verify the result, and issue signed attestations.
react python privacy typescript audit compliance attestation gdpr right-to-be-forgotten data-governance fastapi data-deletion ccpa privacy-engineering
Bulk-delete your own Facebook posts, photos, comments and reactions — and keep your friends. Chrome extension, resumes across reloads, bilingual EN/AR.
Track where a data subject's data actually went across a RAG/LLM stack, erase it everywhere, and get a receipt that says what was verified and what was not.
privacy mcp gdpr right-to-be-forgotten machine-unlearning data-lineage rag data-deletion vector-database llm
A continuously-updated catalog of machine unlearning papers with live citation counts.
machine-learning privacy awesome-list papers data-privacy gdpr machine-unlearning forgetting data-deletion unlearning membership-inference data-removal llm federated-unlearning few-shot-unlearning unlearning-verification feature-injection deep-unlearning llm-unlearning right-to-be-forgetten
Privacy-preserving data deletion and export orchestration for modern SaaS
Test what your AI remembers. Prove what it forgot. Deterministic erasure and memory assurance tests for AI agents.
python testing rust open-source privacy ai-agents machine-unlearning github-action data-deletion agent-memory memoryproof
AI-assisted deletion audit agent for the HackerRank Orchestrate "Ghost Data Still Exists" challenge. Resolves user identities, scans evidence (SQL, JSON, logs, PDF, images), applies deletion policy rules and outputs ordered remediation/verification steps. Streamlit UI + CLI, optional Groq LLM/VLM.
AI agent that audits whether deleted personal data is really gone across databases, replicas, logs, backups and sync jobs. Deterministic Python engine with a small vision LLM layer. Ranked 898 of 4,094.
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