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2406.19417
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"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models
26 June 2024
Zhen Tan
Chengshuai Zhao
Raha Moraffah
Yifan Li
Song Wang
Jundong Li
Tianlong Chen
Huan Liu
SILM
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Papers citing
""Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models"
14 / 14 papers shown
Title
Traceback of Poisoning Attacks to Retrieval-Augmented Generation
Baolei Zhang
Haoran Xin
Minghong Fang
Zhuqing Liu
Biao Yi
Tong Li
Zheli Liu
SILM
AAML
64
0
0
30 Apr 2025
Hoist with His Own Petard: Inducing Guardrails to Facilitate Denial-of-Service Attacks on Retrieval-Augmented Generation of LLMs
Pan Suo
Yu-ming Shang
San-Chuan Guo
Xi Zhang
SILM
AAML
50
0
0
30 Apr 2025
Poisoned-MRAG: Knowledge Poisoning Attacks to Multimodal Retrieval Augmented Generation
Yinuo Liu
Zenghui Yuan
Guiyao Tie
Jiawen Shi
Lichao Sun
Lichao Sun
Neil Zhenqiang Gong
43
1
0
08 Mar 2025
Towards Resilient and Efficient LLMs: A Comparative Study of Efficiency, Performance, and Adversarial Robustness
Xiaojing Fan
Chunliang Tao
AAML
39
28
0
08 Aug 2024
Typos that Broke the RAG's Back: Genetic Attack on RAG Pipeline by Simulating Documents in the Wild via Low-level Perturbations
Sukmin Cho
Soyeong Jeong
Jeongyeon Seo
Taeho Hwang
Jong C. Park
SILM
AAML
50
26
0
22 Apr 2024
MARIO Eval: Evaluate Your Math LLM with your Math LLM--A mathematical dataset evaluation toolkit
Boning Zhang
Chengxi Li
Kai Fan
ELM
40
10
0
22 Apr 2024
Task-Agnostic Detector for Insertion-Based Backdoor Attacks
Weimin Lyu
Xiao Lin
Songzhu Zheng
Lu Pang
Haibin Ling
Susmit Jha
Chao Chen
43
25
0
25 Mar 2024
The Wolf Within: Covert Injection of Malice into MLLM Societies via an MLLM Operative
Zhen Tan
Chengshuai Zhao
Raha Moraffah
Yifan Li
Yu Kong
Tianlong Chen
Huan Liu
38
15
0
20 Feb 2024
A Study of the Attention Abnormality in Trojaned BERTs
Weimin Lyu
Songzhu Zheng
Teng Ma
Chao Chen
51
56
0
13 May 2022
Internet-Augmented Dialogue Generation
M. Komeili
Kurt Shuster
Jason Weston
RALM
235
280
0
15 Jul 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
Nandan Thakur
Nils Reimers
Andreas Rucklé
Abhishek Srivastava
Iryna Gurevych
VLM
231
966
0
17 Apr 2021
Gradient-based Adversarial Attacks against Text Transformers
Chuan Guo
Alexandre Sablayrolles
Hervé Jégou
Douwe Kiela
SILM
98
227
0
15 Apr 2021
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Chelsea Finn
Pieter Abbeel
Sergey Levine
OOD
329
11,684
0
09 Mar 2017
Categorical Reparameterization with Gumbel-Softmax
Eric Jang
S. Gu
Ben Poole
BDL
84
5,283
0
03 Nov 2016
1