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Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense
  of Privacy

Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense of Privacy

2 March 2024
Jamie Hayes
Ilia Shumailov
Eleni Triantafillou
Amr Khalifa
Nicolas Papernot
    MU
ArXivPDFHTML

Papers citing "Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense of Privacy"

8 / 8 papers shown
Title
CLEAR: Character Unlearning in Textual and Visual Modalities
CLEAR: Character Unlearning in Textual and Visual Modalities
Alexey Dontsov
Dmitrii Korzh
Alexey Zhavoronkin
Boris Mikheev
Denis Bobkov
Aibek Alanov
Oleg Y. Rogov
Ivan V. Oseledets
Elena Tutubalina
AILaw
VLM
MU
63
5
0
23 Oct 2024
Position: LLM Unlearning Benchmarks are Weak Measures of Progress
Position: LLM Unlearning Benchmarks are Weak Measures of Progress
Pratiksha Thaker
Shengyuan Hu
Neil Kale
Yash Maurya
Zhiwei Steven Wu
Virginia Smith
MU
45
10
0
03 Oct 2024
Machine Unlearning Fails to Remove Data Poisoning Attacks
Machine Unlearning Fails to Remove Data Poisoning Attacks
Martin Pawelczyk
Jimmy Z. Di
Yiwei Lu
Gautam Kamath
Ayush Sekhari
Seth Neel
AAML
MU
50
7
0
25 Jun 2024
Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning
Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning
Somnath Basu Roy Chowdhury
Krzysztof Choromanski
Arijit Sehanobish
Avinava Dubey
Snigdha Chaturvedi
MU
50
7
0
24 Jun 2024
SOUL: Unlocking the Power of Second-Order Optimization for LLM
  Unlearning
SOUL: Unlocking the Power of Second-Order Optimization for LLM Unlearning
Jinghan Jia
Yihua Zhang
Yimeng Zhang
Jiancheng Liu
Bharat Runwal
James Diffenderfer
B. Kailkhura
Sijia Liu
MU
24
31
0
28 Apr 2024
Knowledge Unlearning for Mitigating Privacy Risks in Language Models
Knowledge Unlearning for Mitigating Privacy Risks in Language Models
Joel Jang
Dongkeun Yoon
Sohee Yang
Sungmin Cha
Moontae Lee
Lajanugen Logeswaran
Minjoon Seo
KELM
PILM
MU
145
110
0
04 Oct 2022
Manipulating SGD with Data Ordering Attacks
Manipulating SGD with Data Ordering Attacks
Ilia Shumailov
Zakhar Shumaylov
Dmitry Kazhdan
Yiren Zhao
Nicolas Papernot
Murat A. Erdogdu
Ross J. Anderson
AAML
109
87
0
19 Apr 2021
Mixed-Privacy Forgetting in Deep Networks
Mixed-Privacy Forgetting in Deep Networks
Aditya Golatkar
Alessandro Achille
Avinash Ravichandran
M. Polito
Stefano Soatto
CLL
MU
125
158
0
24 Dec 2020
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