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Topic: "unlearning"

zjunlp/EasyEdit

[ACL 2024] An Easy-to-use Knowledge Editing Framework for LLMs.

Language: Jupyter Notebook - Size: 80.9 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 2,271 - Forks: 274

tamlhp/awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

Language: Jupyter Notebook - Size: 6.01 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 824 - Forks: 62

chrisliu298/awesome-llm-unlearning

A resource repository for machine unlearning in large language models

Size: 85 KB - Last synced at: 4 days ago - Pushed at: about 1 month ago - Stars: 384 - Forks: 19

locuslab/open-unlearning

A one-stop repository for large language model (LLM) unlearning. Supports TOFU, MUSE and is an easily extensible framework for new datasets, evaluations, methods, and other benchmarks.

Language: Python - Size: 15.9 MB - Last synced at: 19 days ago - Pushed at: 20 days ago - Stars: 217 - Forks: 49

OPTML-Group/Unlearn-Saliency

[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

Language: Python - Size: 7.89 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 97 - Forks: 13

jinzhuoran/RWKU

RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models. NeurIPS 2024

Language: Python - Size: 3.82 MB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 72 - Forks: 7

OPTML-Group/Diffusion-MU-Attack

The official implementation of ECCV'24 paper "To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now". This work introduces one fast and effective attack method to evaluate the harmful-content generation ability of safety-driven unlearned diffusion models.

Language: Python - Size: 11.9 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 71 - Forks: 3

bjzhb666/GS-LoRA

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

Language: Python - Size: 1.75 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 62 - Forks: 4

yaojin17/Unlearning_LLM

[ACL 2024] Code and data for "Machine Unlearning of Pre-trained Large Language Models"

Language: Python - Size: 49.8 KB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 56 - Forks: 4

OPTML-Group/Unlearn-Sparse

[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

Language: Python - Size: 359 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 50 - Forks: 2

zjunlp/KnowUnDo

[EMNLP 2024] To Forget or Not? Towards Practical Knowledge Unlearning for Large Language Models

Language: Python - Size: 1.65 MB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 40 - Forks: 1

yihuaihong/ConceptVectors

ConceptVectors Benchmark and Code for the paper "Intrinsic Evaluation of Unlearning Using Parametric Knowledge Traces"

Language: Jupyter Notebook - Size: 16.7 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 33 - Forks: 3

zjunlp/unlearn

Knowledge Unlearning for Large Language Models

Language: Python - Size: 506 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 25 - Forks: 6

chrisliu298/llm-unlearn-eco

[NeurIPS 2024] Large Language Model Unlearning via Embedding-Corrupted Prompts

Language: Python - Size: 413 KB - Last synced at: about 1 month ago - Pushed at: 7 months ago - Stars: 25 - Forks: 0

nkdinsdale/Unlearning_for_MRI_harmonisation

Code for implementation of Unlearning Scanner Bias for MRI Harmonisation

Language: Python - Size: 821 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 24 - Forks: 10

KID-22/LLM-Unlearning-Paper-List

Size: 53.7 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 21 - Forks: 3

UCSB-NLP-Chang/ULD

Implementation of paper 'Reversing the Forget-Retain Objectives: An Efficient LLM Unlearning Framework from Logit Difference' [NeurIPS'24]

Language: Python - Size: 2.39 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 16 - Forks: 0

somvy/multimodal_unlearning

Experiments for our CLEAR benchmark of unlearning methods in a multimodal setup

Language: Python - Size: 112 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 10 - Forks: 0

csm9493/L2UL

Official Code of Learning to Unlearn: Instance-Wise Unlearning for Pre-trained Classifiers (AAAI 2024)

Language: Python - Size: 242 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 10 - Forks: 1

OPTML-Group/Unlearn-WorstCase

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

Language: Python - Size: 40.7 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 10 - Forks: 0

fmy266/Pytorch-Backdoor-Unlearning

Pytorch implementation of backdoor unlearning.

Language: Python - Size: 29.3 KB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 10 - Forks: 1

hslyu/GIF

Official implementation of "Deeper Understanding of Black-box Predictions via Generalized Influence Functions".

Language: Jupyter Notebook - Size: 5 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 8 - Forks: 0

pbevan1/Detecting-Melanoma-Fairly

Implementation for MICCAI DART paper: 'Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification'

Language: Python - Size: 7.08 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 3

awesome-machine-unlearning/awesome-machine-unlearning.github.io

Official Website of https://github.com/tamlhp/awesome-machine-unlearning

Language: HTML - Size: 646 KB - Last synced at: 10 days ago - Pushed at: 10 months ago - Stars: 6 - Forks: 1

OPTML-Group/AdvUnlearn

Official implementation of "Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models"

Language: Jupyter Notebook - Size: 24.7 MB - Last synced at: 11 months ago - Pushed at: 12 months ago - Stars: 6 - Forks: 0

pbevan1/Skin-Deep-Unlearning

Implementation for ICML 2022 paper: 'Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification'

Language: Python - Size: 79.6 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 2

unlearning-challenge/unlearning-challenge.github.io

Language: Ruby - Size: 2.16 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 2

explanare/verbatim-memorization

Demystifying Verbatim Memorization in Large Language Models

Language: Python - Size: 428 KB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 4 - Forks: 2

yascho/probabilistic-unlearning

Implementation of the probabilistic evaluation framework introduced in the paper: "A Probabilistic Perspective on Unlearning and Alignment for Large Language Models" accepted at ICLR 2025 (Oral).

Language: Jupyter Notebook - Size: 0 Bytes - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 3 - Forks: 0

mtuann/machine-unlearning-papers

Papers related to Machine/ Federated Unlearning in all top venues

Size: 43.9 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 2 - Forks: 0

RianaAzad/machine-unlearning

Machine Unlearning Framework

Language: Python - Size: 8.79 KB - Last synced at: 26 days ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

MohammadParsaTheFirst/Intro_to_Machine_Learning

Coursework and projects for ML course, including theoretical homework solutions/problems, final solution/problems and the project of the course

Language: Jupyter Notebook - Size: 8.74 MB - Last synced at: 6 months ago - Pushed at: 8 months ago - Stars: 2 - Forks: 0

gthaka/demo-springboot

Unlearning Java, with Spring boot. AmigosCode https://youtu.be/9SGDpanrc8U

Language: Java - Size: 89.8 KB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

molereddy/Alternate-Preference-Optimization

[To appear in COLING 2025] Official implementation for "Alternate Preference Optimization for Unlearning Factual Knowledge in Large Language Models".

Language: Python - Size: 3.99 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

AmanPriyanshu/The-Unlearning-Protocol

Choose which data to make your model forget (Unlearn!), but watch out - every deletion ripples!

Language: HTML - Size: 4.42 MB - Last synced at: 7 days ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

XelfXendr/peft_unlearning

Repository exploring the use of parameter-efficient finetuning methods for sensitive information unlearning from LLMs

Language: Jupyter Notebook - Size: 1.56 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

Robin-WZQ/Bulk-Concept-Forgetting

Bulk concepts forgetting for T2I diffusion models

Language: Python - Size: 1.34 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

silleghost/semeval-unlearning-2025

An influence LoRA-based method for unlearning LLM for SemEval 2025 competition.

Language: Python - Size: 1.13 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

muradhuseynov1/Graph_Metanetworks_and_Unlearning Fork of francescobrigante/Assignment_3

Advanced Machine Learning - 2024/25/1 - Homework

Language: Jupyter Notebook - Size: 6.93 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

brightjade/LingTea

Source code for "Cross-Lingual Unlearning of Selective Knowledge in Multilingual Language Models", Findings of EMNLP 2024

Language: Python - Size: 5.2 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

Related Topics
machine-unlearning 15 large-language-models 9 llm-unlearning 7 forgetting 6 natural-language-processing 5 machine-learning 5 pytorch 5 data-privacy 5 artificial-intelligence 4 membership-inference 4 data-removal 4 data-deletion 4 deep-learning 4 llm 4 privacy-protection 3 membership-inference-attack 3 domain-adaptation 3 knowledge-unlearning 3 right-to-be-forgotten 3 evaluation-framework 3 model-editing 3 knowledge-editing 3 melanoma-detection 2 turning-a-blind-eye 2 llms 2 benchmark 2 federated-unlearning 2 alignment 2 transformers 2 chatgpt 2 continual-learning 2 adversarial-attacks 2 melanoma-classification 2 learning-not-to-learn 2 gradient-reversal-layer 2 gradient-reversal 2 dermatology 2 debiasing-neural-networks 2 debiasing 2 convolutional-neural-networks 2 neural-network 2 confusion-loss 2 cnn 2 stable-diffusion 2 privacy 2 benchmarks 1 safeedit 1 knowedit 1 mmedit 1 knowlm 1 llama 1 llama2 1 gpt 1 efficient 1 easyedit 1 cknowedit 1 membership-inference-attacks 1 baichuan 1 face-transformer 1 open-source 1 editing 1 continual-forgetting 1 casia-webface 1 metanetworks 1 large-language-model 1 awesome 1 unlearn 1 privacy-tools 1 privacy-enhancing-technologies 1 neural-networks 1 llm-evaluation-metrics 1 gradient-ascent 1 fairness-ml 1 fairness-ai 1 fairness 1 deeplearning 1 deep-neural-networks 1 catastrophic-forgetting 1 artificial-neural-networks 1 ai 1 llm-privacy 1 parameter-efficient-fine-tuning 1 low-rank-adaptation 1 interpretability 1 lora 1 llm-training 1 machine-unlearning-framework 1 kaggle-competition 1 competition 1 challenge 1 trustworthy-ai 1 tool 1 graph-neural-networks 1 few-shot-unlearning 1 feature-injection 1 deep-unlearning 1 multimodal-large-language-models 1 sortable 1 spring-boot 1 java 1