Erasing Concepts from Diffusion Models

13 March 2023

Papers citing "Erasing Concepts from Diffusion Models"

50 / 228 papers shown

Title
Towards SFW sampling for diffusion models via external conditioning Camilo Carvajal Reyes J. Fontbona Felipe A. Tobar DiffM 34 0 0 12 May 2025
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation Vaidehi Patil Yi-Lin Sung Peter Hase Jie Peng Jen-tse Huang Joey Tianyi Zhou AAML MU 83 3 0 01 May 2025
The Dual Power of Interpretable Token Embeddings: Jailbreaking Attacks and Defenses for Diffusion Model Unlearning Siyi Chen Yimeng Zhang Sijia Liu Q. Qu AAML 147 0 0 30 Apr 2025
Erased but Not Forgotten: How Backdoors Compromise Concept Erasure Jonas Henry Grebe Tobias Braun Marcus Rohrbach Anna Rohrbach AAML 85 0 0 29 Apr 2025
DualOptim: Enhancing Efficacy and Stability in Machine Unlearning with Dual Optimizers Xuyang Zhong Haochen Luo Chen Liu MU 30 0 0 22 Apr 2025
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale Xiaoyong Yuan Xiaolong Ma Linke Guo Lan Zhang DiffM 39 0 0 21 Apr 2025
Backdoor Defense in Diffusion Models via Spatial Attention Unlearning Abha Jha Ashwath Vaithinathan Aravindan Matthew Salaway Atharva Sandeep Bhide Duygu Nur Yaldiz AAML 70 0 0 21 Apr 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 46 1 0 17 Apr 2025
ForgetMe: Evaluating Selective Forgetting in Generative Models Zhenyu Yu Mohd Yamani Inda Idris Pei Wang DiffM MU 37 0 0 17 Apr 2025
ACE: Attentional Concept Erasure in Diffusion Models Finn Carter DiffM 59 0 0 16 Apr 2025
Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization Gen Li Yang Xiao Jie Ji Kaiyuan Deng Bo Hui Linke Guo Xiaolong Ma 24 0 0 12 Apr 2025
Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking Junxi Chen Junhao Dong Xiaohua Xie 35 0 0 08 Apr 2025
Concept Lancet: Image Editing with Compositional Representation Transplant Jinqi Luo Tianjiao Ding Kwan Ho Ryan Chan Hancheng Min Chris Callison-Burch René Vidal DiffM KELM 72 0 0 03 Apr 2025
Prompting Forgetting: Unlearning in GANs via Textual Guidance Piyush Nagasubramaniam Neeraj Karamchandani Chen Wu Sencun Zhu DiffM AILaw MU 54 0 0 01 Apr 2025
Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks Yu Zhou Dian Zheng Qijie Mo Renjie Lu Kun-Yu Lin Wei-Shi Zheng MU 68 0 0 31 Mar 2025
VideoMage: Multi-Subject and Motion Customization of Text-to-Video Diffusion Models Chi-Pin Huang Yen-Siang Wu Hung-Kai Chung Kai-Po Chang Fu-En Yang Yu-Jie Wang DiffM VGen 57 0 0 27 Mar 2025
Unconditional Priors Matter! Improving Conditional Generation of Fine-Tuned Diffusion Models Prin Phunyaphibarn Phillip Y. Lee Jaihoon Kim Minhyuk Sung DiffM 89 0 0 26 Mar 2025
Fine-Grained Erasure in Text-to-Image Diffusion-based Foundation Models K. Thakral Tamar Glaser Tal Hassner Mayank Vatsa Richa Singh 52 2 0 25 Mar 2025
Hiding Images in Diffusion Models by Editing Learned Score Functions Haoyu Chen Yunqiao Yang Nan Zhong Kede Ma DiffM 68 0 0 24 Mar 2025
Human Motion Unlearning Edoardo De Matteis Matteo Migliarini Alessio Sampieri Indro Spinelli Fabio Galasso MU 60 0 0 24 Mar 2025
Safe and Reliable Diffusion Models via Subspace Projection Huiqiang Chen Tianqing Zhu Linlin Wang Xin Yu Longxiang Gao Wanlei Zhou DiffM 58 2 0 21 Mar 2025
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization Feifei Li Mi Zhang Yiming Sun Min Yang DiffM 56 1 0 19 Mar 2025
Machine Unlearning in Hyperbolic vs. Euclidean Multimodal Contrastive Learning: Adapting Alignment Calibration to MERU Àlex Pujol Vidal Sergio Escalera Kamal Nasrollahi T. Moeslund MU 64 0 0 19 Mar 2025
CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models Yuyang Xue Edward Moroshko Feng Chen Steven G. McDonagh Steven McDonagh Sotirios A. Tsaftaris 56 1 0 18 Mar 2025
TarPro: Targeted Protection against Malicious Image Editing Kaixin Shen Ruijie Quan Jiaxu Miao Jun Xiao Yi Yang 62 1 0 18 Mar 2025
A Comprehensive Survey on Visual Concept Mining in Text-to-image Diffusion Models Ziqiang Li Jun Li Lizhi Xiong Zhangjie Fu Zechao Li VLM 59 0 0 17 Mar 2025
Hyperbolic Safety-Aware Vision-Language Models Tobia Poppi Tejaswi Kasarla Pascal Mettes Lorenzo Baraldi Rita Cucchiara VLM MU 61 0 0 15 Mar 2025
Safe Vision-Language Models via Unsafe Weights Manipulation Moreno DÍncà E. Peruzzo Xingqian Xu Humphrey Shi N. Sebe Massimiliano Mancini MU 55 0 0 14 Mar 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 113 1 0 13 Mar 2025
Distilling Diversity and Control in Diffusion Models Rohit Gandikota David Bau 55 1 0 13 Mar 2025
Sparse Autoencoder as a Zero-Shot Classifier for Concept Erasing in Text-to-Image Diffusion Models Zhihua Tian Sirun Nan Ming Xu Shengfang Zhai Wenjie Qu Jian Liu Kui Ren Ruoxi Jia Jiaheng Zhang DiffM 96 1 0 12 Mar 2025
C^2 ATTACK: Towards Representation Backdoor on CLIP via Concept Confusion Lijie Hu Junchi Liao Weimin Lyu Shaopeng Fu Tianhao Huang Shu Yang Guimin Hu Di Wang AAML 67 0 0 12 Mar 2025
TRCE: Towards Reliable Malicious Concept Erasure in Text-to-Image Diffusion Models Ruidong Chen Honglin Guo Lanjun Wang Chenyu Zhang Weizhi Nie An-an Liu DiffM 66 1 0 10 Mar 2025
SPEED: Scalable, Precise, and Efficient Concept Erasure for Diffusion Models Ouxiang Li Yuan Wang Xinting Hu Houcheng Jiang Tao Liang Y. Hao Guojun Ma Fuli Feng DiffM 49 1 0 10 Mar 2025
Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning Gaurav Patel Qiang Qiu MU 62 1 0 08 Mar 2025
Jailbreaking Safeguarded Text-to-Image Models via Large Language Models Zhengyuan Jiang Yuepeng Hu Yuqing Yang Yinzhi Cao Neil Gong 72 0 0 03 Mar 2025
Data Unlearning in Diffusion Models Silas Alberti Kenan Hasanaliyev Manav Shah Stefano Ermon DiffM MU 37 1 0 02 Mar 2025
SolidMark: Evaluating Image Memorization in Generative Models Nicky Kriplani Minh Pham Gowthami Somepalli Chinmay Hegde Niv Cohen VLM 45 1 0 01 Mar 2025
SafeText: Safe Text-to-image Models via Aligning the Text Encoder Yuepeng Hu Zhengyuan Jiang Neil Zhenqiang Gong 63 1 0 28 Feb 2025
On the Vulnerability of Concept Erasure in Diffusion Models Lucas Beerens Alex D. Richardson Kaixuan Zhang Dongdong Chen DiffM 65 2 0 24 Feb 2025
A Systematic Review of Open Datasets Used in Text-to-Image (T2I) Gen AI Model Safety Rakeen Rouf Trupti Bavalatti Osama Ahmed Dhaval Potdar Faraz Jawed EGVM 64 1 0 23 Feb 2025
Concept Corrector: Erase concepts on the fly for text-to-image diffusion models Zheling Meng Bo Peng Xiaochuan Jin Yueming Lyu Wei Wang Jing Dong DiffM 48 2 0 22 Feb 2025
Robust Concept Erasure Using Task Vectors Minh Pham Kelly O. Marshall Chinmay Hegde Niv Cohen 123 17 0 21 Feb 2025
Data Attribution for Text-to-Image Models by Unlearning Synthesized Images Sheng-Yu Wang Aaron Hertzmann Alexei A. Efros Jun-Yan Zhu Richard Zhang TDI 128 2 0 21 Feb 2025
T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation Lijun Li Zhelun Shi Xuhao Hu Bowen Dong Yiran Qin Xihui Liu Lu Sheng Jing Shao 114 1 0 21 Feb 2025
$Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$-Constrained Optimization$ Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$ -Constrained Optimization Xiaohua Feng Chao-Jun Chen Yuyuan Li L. Zhang Longfei Li Jun Zhou Xiaolin Zheng MU 73 0 0 20 Feb 2025
A Comprehensive Survey on Concept Erasure in Text-to-Image Diffusion Models Changhoon Kim Yanjun Qi DiffM 45 1 0 17 Feb 2025
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders Bartosz Cywiñski Kamil Deja DiffM 63 6 0 29 Jan 2025
CE-SDWV: Effective and Efficient Concept Erasure for Text-to-Image Diffusion Models via a Semantic-Driven Word Vocabulary Jiahang Tu Qian Feng Chufan Chen Jiahua Dong Hanbin Zhao Chao Zhang Hui Qian 72 2 0 28 Jan 2025
Direct Unlearning Optimization for Robust and Safe Text-to-Image Models Yong-Hyun Park Sangdoo Yun Jin-Hwa Kim Junho Kim Geonhui Jang Yonghyun Jeong Junghyo Jo Gayoung Lee 76 13 0 17 Jan 2025