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Extracting Training Data from Large Language Models

Extracting Training Data from Large Language Models

14 December 2020
Nicholas Carlini
Florian Tramèr
Eric Wallace
Matthew Jagielski
Ariel Herbert-Voss
Katherine Lee
Adam Roberts
Tom B. Brown
D. Song
Ulfar Erlingsson
Alina Oprea
Colin Raffel
    MLAU
    SILM
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Papers citing "Extracting Training Data from Large Language Models"

9 / 359 papers shown
Title
Quantifying and Mitigating Privacy Risks of Contrastive Learning
Quantifying and Mitigating Privacy Risks of Contrastive Learning
Xinlei He
Yang Zhang
11
51
0
08 Feb 2021
FastIF: Scalable Influence Functions for Efficient Model Interpretation
  and Debugging
FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging
Han Guo
Nazneen Rajani
Peter Hase
Mohit Bansal
Caiming Xiong
TDI
21
102
0
31 Dec 2020
When is Memorization of Irrelevant Training Data Necessary for
  High-Accuracy Learning?
When is Memorization of Irrelevant Training Data Necessary for High-Accuracy Learning?
Gavin Brown
Mark Bun
Vitaly Feldman
Adam D. Smith
Kunal Talwar
245
80
0
11 Dec 2020
Efficient Estimation of Influence of a Training Instance
Efficient Estimation of Influence of a Training Instance
Sosuke Kobayashi
Sho Yokoi
Jun Suzuki
Kentaro Inui
TDI
27
15
0
08 Dec 2020
Bayes Security: A Not So Average Metric
Bayes Security: A Not So Average Metric
K. Chatzikokolakis
Giovanni Cherubin
C. Palamidessi
Carmela Troncoso
19
14
0
06 Nov 2020
A Survey of Privacy Attacks in Machine Learning
A Survey of Privacy Attacks in Machine Learning
M. Rigaki
Sebastian Garcia
PILM
AAML
25
213
0
15 Jul 2020
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
228
4,460
0
23 Jan 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using
  Model Parallelism
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
M. Shoeybi
M. Patwary
Raul Puri
P. LeGresley
Jared Casper
Bryan Catanzaro
MoE
245
1,817
0
17 Sep 2019
Language Models as Knowledge Bases?
Language Models as Knowledge Bases?
Fabio Petroni
Tim Rocktaschel
Patrick Lewis
A. Bakhtin
Yuxiang Wu
Alexander H. Miller
Sebastian Riedel
KELM
AI4MH
413
2,584
0
03 Sep 2019
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