forgetting topic

Awesome Machine Unlearning (A Survey of Machine Unlearning)

tamlhp

An implementation of Transformer with Expire-Span, a circuit for learning which memories to retain

lucidrains

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

EnnengYang

[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, Denn...

OPTML-Group

[ICML 2023] "Unleashing Mask: Explore the Intrinsic Out-of-Distribution Detection Capability"

ZFancy

[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

OPTML-Group

Continual Forgetting for Pre-trained Vision Models (CVPR 2024)

bjzhb666

RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models

jinzhuoran

Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2205.09357

AndreaCossu