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VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion
  Models
v1v2v3v4v5 (latest)

VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models

Neural Information Processing Systems (NeurIPS), 2023
12 June 2023
Sheng-Yen Chou
Pin-Yu Chen
Tsung-Yi Ho
    DiffM
ArXiv (abs)PDFHTMLGithub (23★)

Papers citing "VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models"

25 / 25 papers shown
PEPPER: Perception-Guided Perturbation for Robust Backdoor Defense in Text-to-Image Diffusion Models
PEPPER: Perception-Guided Perturbation for Robust Backdoor Defense in Text-to-Image Diffusion Models
Oscar Chew
Po-Yi Lu
Jayden Lin
Kuan-Hao Huang
Hsuan-Tien Lin
DiffMAAML
168
0
0
20 Nov 2025
BadGraph: A Backdoor Attack Against Latent Diffusion Model for Text-Guided Graph Generation
BadGraph: A Backdoor Attack Against Latent Diffusion Model for Text-Guided Graph Generation
Liang Ye
Shengqin Chen
Jiazhu Dai
DiffM
141
0
0
23 Oct 2025
Responsible Diffusion: A Comprehensive Survey on Safety, Ethics, and Trust in Diffusion Models
Responsible Diffusion: A Comprehensive Survey on Safety, Ethics, and Trust in Diffusion Models
Kang Wei
Xin Yuan
Fushuo Huo
Chuan Ma
Long Yuan
S. Li
Ming Ding
Dacheng Tao
DiffMMedIm
244
0
0
25 Sep 2025
Sealing The Backdoor: Unlearning Adversarial Text Triggers In Diffusion Models Using Knowledge Distillation
Sealing The Backdoor: Unlearning Adversarial Text Triggers In Diffusion Models Using Knowledge Distillation
Ashwath Vaithinathan Aravindan
Abha Jha
Matthew Salaway
Atharva Sandeep Bhide
Duygu Nur Yaldiz
DiffMAAML
132
0
0
20 Aug 2025
BadBlocks: Lightweight and Stealthy Backdoor Threat in Text-to-Image Diffusion Models
BadBlocks: Lightweight and Stealthy Backdoor Threat in Text-to-Image Diffusion Models
Yu Pan
Jiahao Chen
Lin Wang
Bingrong Dai
Yi Du
AAMLDiffM
277
0
0
05 Aug 2025
Practical, Generalizable and Robust Backdoor Attacks on Text-to-Image Diffusion Models
Practical, Generalizable and Robust Backdoor Attacks on Text-to-Image Diffusion Models
Haoran Dai
Jiawen Wang
Ruo Yang
Manali Sharma
Zhonghao Liao
Yuan Hong
Binghui Wang
AAML
100
1
0
03 Aug 2025
BadVideo: Stealthy Backdoor Attack against Text-to-Video Generation
BadVideo: Stealthy Backdoor Attack against Text-to-Video Generation
Ke Xu
Mingli Zhu
Jiarong Ou
Ruoxin Chen
Xin Tao
Pengfei Wan
Baoyuan Wu
DiffMAAMLVGen
420
3
0
23 Apr 2025
Backdoor Defense in Diffusion Models via Spatial Attention Unlearning
Backdoor Defense in Diffusion Models via Spatial Attention Unlearning
Abha Jha
Ashwath Vaithinathan Aravindan
Matthew Salaway
Atharva Sandeep Bhide
Duygu Nur Yaldiz
AAML
374
0
0
21 Apr 2025
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale
Xiaoyong Yuan
Xiaolong Ma
Linke Guo
Lan Zhang
DiffM
322
0
0
21 Apr 2025
Parasite: A Steganography-based Backdoor Attack Framework for Diffusion Models
Parasite: A Steganography-based Backdoor Attack Framework for Diffusion Models
Jianfei Chen
Yu Pan
Yi Du
Chunkai Wu
Lin Wang
DiffM
368
1
0
08 Apr 2025
Efficient Input-level Backdoor Defense on Text-to-Image Synthesis via Neuron Activation Variation
Efficient Input-level Backdoor Defense on Text-to-Image Synthesis via Neuron Activation Variation
Shengfang Zhai
Jiajun Li
Yue Liu
Huanran Chen
Zhihua Tian
Wenjie Qu
Qingni Shen
Ruoxi Jia
Yinpeng Dong
Jiaheng Zhang
AAML
609
0
0
09 Mar 2025
A Dual-Purpose Framework for Backdoor Defense and Backdoor Amplification in Diffusion Models
A Dual-Purpose Framework for Backdoor Defense and Backdoor Amplification in Diffusion Models
Vu Tuan Truong Long
Bao Le
DiffMAAML
1.2K
4
0
26 Feb 2025
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features
Class-Conditional Neural Polarizer: A Lightweight and Effective Backdoor Defense by Purifying Poisoned Features
Mingli Zhu
Shaokui Wei
Hongyuan Zha
Baoyuan Wu
AAML
319
1
0
23 Feb 2025
BackdoorDM: A Comprehensive Benchmark for Backdoor Learning on Diffusion Model
BackdoorDM: A Comprehensive Benchmark for Backdoor Learning on Diffusion Model
Weilin Lin
Nanjun Zhou
Yijiao Wang
Jianze Li
Hui Xiong
Li Liu
AAMLDiffM
982
2
0
17 Feb 2025
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2024
Yuning Han
Bingyin Zhao
Rui Chu
Feng Luo
Biplab Sikdar
Yingjie Lao
DiffMAAML
555
5
0
16 Dec 2024
How to Backdoor Consistency Models?
How to Backdoor Consistency Models?Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024
Chengen Wang
Murat Kantarcioglu
DiffMAAML
931
1
0
14 Oct 2024
CAT: Concept-level backdoor ATtacks for Concept Bottleneck Models
CAT: Concept-level backdoor ATtacks for Concept Bottleneck Models
Keming Wu
Jiayu Yang
Yu Huang
Lijie Hu
Tianlang Xue
Zhangyi Hu
Jiaxu Li
Haicheng Liao
Yutao Yue
325
2
0
07 Oct 2024
PureDiffusion: Using Backdoor to Counter Backdoor in Generative
  Diffusion Models
PureDiffusion: Using Backdoor to Counter Backdoor in Generative Diffusion Models
V. T. Truong
Long Bao Le
DiffM
280
5
0
20 Sep 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive
  Survey
Attacks and Defenses for Generative Diffusion Models: A Comprehensive SurveyACM Computing Surveys (ACM CSUR), 2024
V. T. Truong
Luan Ba Dang
Long Bao Le
DiffMMedIm
341
43
0
06 Aug 2024
EmoAttack: Emotion-to-Image Diffusion Models for Emotional Backdoor Generation
EmoAttack: Emotion-to-Image Diffusion Models for Emotional Backdoor Generation
Tianyu Wei
Shanmin Pang
Qi Guo
Yizhuo Ma
Yihao Huang
Qing Guo
869
2
0
22 Jun 2024
The last Dance : Robust backdoor attack via diffusion models and
  bayesian approach
The last Dance : Robust backdoor attack via diffusion models and bayesian approach
Orson Mengara
DiffM
597
4
0
05 Feb 2024
From Trojan Horses to Castle Walls: Unveiling Bilateral Data Poisoning
  Effects in Diffusion Models
From Trojan Horses to Castle Walls: Unveiling Bilateral Data Poisoning Effects in Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023
Zhuoshi Pan
Yuguang Yao
Gaowen Liu
Bingquan Shen
H. Vicky Zhao
Ramana Rao Kompella
Sijia Liu
DiffMAAML
295
8
0
04 Nov 2023
On the Design Fundamentals of Diffusion Models: A Survey
On the Design Fundamentals of Diffusion Models: A SurveyPattern Recognition (Pattern Recogn.), 2023
Ziyi Chang
George Alex Koulieris
Hyung Jin Chang
Hubert P. H. Shum
DiffM
624
79
0
07 Jun 2023
Attacks in Adversarial Machine Learning: A Systematic Survey from the
  Life-cycle Perspective
Attacks in Adversarial Machine Learning: A Systematic Survey from the Life-cycle Perspective
Baoyuan Wu
Zihao Zhu
Li Liu
Qingshan Liu
Zhaofeng He
Siwei Lyu
AAML
457
32
0
19 Feb 2023
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic ModelsMachine Intelligence Research (MIR), 2022
Cheng Lu
Yuhao Zhou
Fan Bao
Jianfei Chen
Chongxuan Li
Jun Zhu
DiffM
805
827
0
02 Nov 2022
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