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mia_prune icon mia_prune

Membership Inference Attacks and Defenses in Neural Network Pruning

misleading-privacy-evals icon misleading-privacy-evals

Official code for "Evaluations of Machine Learning Privacy Defenses are Misleading" (https://arxiv.org/abs/2404.17399)

qlora icon qlora

QLoRA: Efficient Finetuning of Quantized LLMs

relaxloss icon relaxloss

Official implementation of "RelaxLoss: Defending Membership Inference Attacks without Losing Utility" (ICLR 2022)

torch-pruning icon torch-pruning

[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs

unlearn-sparse icon 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

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