Awesome Machine Unlearning (A Survey of Machine Unlearning)
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Updated
Aug 13, 2026 - Jupyter Notebook
Awesome Machine Unlearning (A Survey of Machine Unlearning)
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.
Organization-as-Code for autonomous AI agents. Brain-inspired memory that grows, consolidates, and forgets. Multi-model (Claude/Codex/Gemini/Cursor/Ollama).
[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
[ACL 2025] The code repository for "Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning" in PyTorch.
RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models. NeurIPS 2024
[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
Practical Continual Forgetting for Pre-trained Vision Models (CVPR 2024; T-PAMI 2026)
[ICLR 2025] Released code for paper "Spurious Forgetting in Continual Learning of Language Models"
An implementation of Transformer with Expire-Span, a circuit for learning which memories to retain
[ECCV24] "Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, Sijia Liu
Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2205.09357
[ICML 2023] "Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability"
The best-benchmarked open-source AI memory system and the first AI memory built to forget.
An application helps you remember things before you leave your room by using iBeacons.
[ICML 2023] "Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability"
This is repository contains code for experiment to evaluate catastrophic forgetting in neural networks.
Deletes old tweets, archiving them as json to Dropbox.
Offline NPC memory middleware — 16-byte factor vectors, SQLite only, no cloud. NPCs remember, forget, and dream.
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