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Two Heads are Better than One: Nested PoE for Robust Defense Against
  Multi-Backdoors

Two Heads are Better than One: Nested PoE for Robust Defense Against Multi-Backdoors

2 April 2024
Victoria Graf
Qin Liu
Muhao Chen
    AAML
ArXivPDFHTML

Papers citing "Two Heads are Better than One: Nested PoE for Robust Defense Against Multi-Backdoors"

13 / 13 papers shown
Title
NLP Security and Ethics, in the Wild
NLP Security and Ethics, in the Wild
Heather Lent
Erick Galinkin
Yiyi Chen
Jens Myrup Pedersen
Leon Derczynski
Johannes Bjerva
SILM
42
0
0
09 Apr 2025
Mitigating Backdoor Threats to Large Language Models: Advancement and
  Challenges
Mitigating Backdoor Threats to Large Language Models: Advancement and Challenges
Qin Liu
Wenjie Mo
Terry Tong
Jiashu Xu
Fei Wang
Chaowei Xiao
Muhao Chen
AAML
31
4
0
30 Sep 2024
Operationalizing a Threat Model for Red-Teaming Large Language Models
  (LLMs)
Operationalizing a Threat Model for Red-Teaming Large Language Models (LLMs)
Apurv Verma
Satyapriya Krishna
Sebastian Gehrmann
Madhavan Seshadri
Anu Pradhan
Tom Ault
Leslie Barrett
David Rabinowitz
John Doucette
Nhathai Phan
47
8
0
20 Jul 2024
Backdoor Attacks and Countermeasures in Natural Language Processing
  Models: A Comprehensive Security Review
Backdoor Attacks and Countermeasures in Natural Language Processing Models: A Comprehensive Security Review
Pengzhou Cheng
Zongru Wu
Wei Du
Haodong Zhao
Wei Lu
Gongshen Liu
SILM
AAML
18
16
0
12 Sep 2023
On the Trustworthiness Landscape of State-of-the-art Generative Models:
  A Survey and Outlook
On the Trustworthiness Landscape of State-of-the-art Generative Models: A Survey and Outlook
Mingyuan Fan
Chengyu Wang
Cen Chen
Yang Liu
Jun Huang
HILM
31
3
0
31 Jul 2023
Poisoning Language Models During Instruction Tuning
Poisoning Language Models During Instruction Tuning
Alexander Wan
Eric Wallace
Sheng Shen
Dan Klein
SILM
90
124
0
01 May 2023
Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text
  Style Transfer
Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer
Fanchao Qi
Yangyi Chen
Xurui Zhang
Mukai Li
Zhiyuan Liu
Maosong Sun
AAML
SILM
77
175
0
14 Oct 2021
BFClass: A Backdoor-free Text Classification Framework
BFClass: A Backdoor-free Text Classification Framework
Zichao Li
Dheeraj Mekala
Chengyu Dong
Jingbo Shang
SILM
56
27
0
22 Sep 2021
Competency Problems: On Finding and Removing Artifacts in Language Data
Competency Problems: On Finding and Removing Artifacts in Language Data
Matt Gardner
William Merrill
Jesse Dodge
Matthew E. Peters
Alexis Ross
Sameer Singh
Noah A. Smith
161
107
0
17 Apr 2021
Extracting Training Data from Large Language Models
Extracting Training Data from Large Language Models
Nicholas Carlini
Florian Tramèr
Eric Wallace
Matthew Jagielski
Ariel Herbert-Voss
...
Tom B. Brown
D. Song
Ulfar Erlingsson
Alina Oprea
Colin Raffel
MLAU
SILM
267
1,798
0
14 Dec 2020
Mitigating backdoor attacks in LSTM-based Text Classification Systems by
  Backdoor Keyword Identification
Mitigating backdoor attacks in LSTM-based Text Classification Systems by Backdoor Keyword Identification
Chuanshuai Chen
Jiazhu Dai
SILM
48
126
0
11 Jul 2020
Hypothesis Only Baselines in Natural Language Inference
Hypothesis Only Baselines in Natural Language Inference
Adam Poliak
Jason Naradowsky
Aparajita Haldar
Rachel Rudinger
Benjamin Van Durme
187
574
0
02 May 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language
  Understanding
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Alex Jinpeng Wang
Amanpreet Singh
Julian Michael
Felix Hill
Omer Levy
Samuel R. Bowman
ELM
294
6,927
0
20 Apr 2018
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