One-Dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing Applications

26 December 2023

Hui Chen

Jungong Han

Papers citing "One-Dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing Applications"

49 / 49 papers shown

Title
CURE: Concept Unlearning via Orthogonal Representation Editing in Diffusion Models Shristi Das Biswas Arani Roy Kaushik Roy DiffM 5 0 0 19 May 2025
One Image is Worth a Thousand Words: A Usability Preservable Text-Image Collaborative Erasing Framework Feiran Li Qianqian Xu Shilong Bao Zhiyong Yang Xiaochun Cao Qingming Huang DiffM 12 0 0 16 May 2025
Towards SFW sampling for diffusion models via external conditioning Camilo Carvajal Reyes J. Fontbona Felipe A. Tobar DiffM 34 0 0 12 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
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
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
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
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
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
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
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
TimeStep Master: Asymmetrical Mixture of Timestep LoRA Experts for Versatile and Efficient Diffusion Models in Vision Shaobin Zhuang Yiwei Guo Yanbo Ding Kunchang Li Xinyuan Chen Yaohui Wang Fangyikang Wang Ying Zhang Chen Li Y. Wang 45 0 0 10 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
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 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
DuMo: Dual Encoder Modulation Network for Precise Concept Erasure Feng Han Kai-xiang Chen Chao Gong Zhipeng Wei Jingjing Chen Yu-Gang Jiang 46 2 0 03 Jan 2025
Provable Uncertainty Decomposition via Higher-Order Calibration Gustaf Ahdritz Aravind Gollakota Parikshit Gopalan Charlotte Peale Udi Wieder UD UQCV PER 52 0 0 25 Dec 2024
Memories of Forgotten Concepts M. Rusanovsky Shimon Malnick Amir Jevnisek Ohad Fried S. Avidan DiffM 61 0 0 01 Dec 2024
Continuous Concepts Removal in Text-to-image Diffusion Models Tingxu Han Dongrui Liu Yanrong Hu Chunrong Fang Yonglong Zhang Shiqing Ma Tao Zheng Zhenyu Chen Zhenting Wang DiffM 112 2 0 30 Nov 2024
HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator Fan Yang Ru Zhen J. T. Wang Yanhao Zhang Haoxiang Chen Haonan Lu Sicheng Zhao Guiguang Ding 71 0 0 26 Nov 2024
In-Context Experience Replay Facilitates Safety Red-Teaming of Text-to-Image Diffusion Models Zhi-Yi Chin Kuan-Chen Mu Mario Fritz Pin-Yu Chen DiffM 87 0 0 25 Nov 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 71 3 0 23 Nov 2024
Model Integrity when Unlearning with T2I Diffusion Models Andrea Schioppa Emiel Hoogeboom Jonathan Heek 43 1 0 04 Nov 2024
Erasing Undesirable Concepts in Diffusion Models with Adversarial Preservation Anh-Vu Bui L. Vuong Khanh Doan Trung Le Paul Montague Tamas Abraham Dinh Q. Phung KELM DiffM 32 9 0 21 Oct 2024
SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation Jaehong Yoon Shoubin Yu Vaidehi Patil Huaxiu Yao Joey Tianyi Zhou 79 15 0 16 Oct 2024
RealEra: Semantic-level Concept Erasure via Neighbor-Concept Mining Yufan Liu Jinyang An Wanqian Zhang Ming Li Dayan Wu Jingzi Gu Zheng-Shen Lin Weiping Wang 29 4 0 11 Oct 2024
Attention Shift: Steering AI Away from Unsafe Content Shivank Garg Manyana Tiwari 31 0 0 06 Oct 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 53 16 0 06 Aug 2024
Towards Understanding Unsafe Video Generation Yan Pang Aiping Xiong Yang Zhang Tianhao Wang EGVM 34 2 0 17 Jul 2024
Quantized Prompt for Efficient Generalization of Vision-Language Models Tianxiang Hao Xiaohan Ding Juexiao Feng Yuhong Yang Hui Chen Guiguang Ding VLM MQ 32 5 0 15 Jul 2024
Six-CD: Benchmarking Concept Removals for Benign Text-to-image Diffusion Models Jie Ren Kangrui Chen Yingqian Cui Shenglai Zeng Hui Liu Yue Xing Jiliang Tang Lingjuan Lyu 53 1 0 21 Jun 2024
R.A.C.E.: Robust Adversarial Concept Erasure for Secure Text-to-Image Diffusion Model Changhoon Kim Kyle Min Yezhou Yang 42 20 0 25 May 2024
Defensive Unlearning with Adversarial Training for Robust Concept Erasure in Diffusion Models Yimeng Zhang Xin Chen Jinghan Jia Yihua Zhang Chongyu Fan Jiancheng Liu Mingyi Hong Ke Ding Sijia Liu DiffM 38 52 0 24 May 2024
Unlearning Concepts in Diffusion Model via Concept Domain Correction and Concept Preserving Gradient Yongliang Wu Shiji Zhou Mingzhuo Yang Lianzhe Wang Wenbo Zhu Heng Chang Xiao Zhou Xu Yang Xu Yang 55 19 0 24 May 2024
Erasing Concepts from Text-to-Image Diffusion Models with Few-shot Unlearning Masane Fuchi Tomohiro Takagi DiffM VLM 53 13 0 12 May 2024
PYRA: Parallel Yielding Re-Activation for Training-Inference Efficient Task Adaptation Yizhe Xiong Hui Chen Tianxiang Hao Zijia Lin Jungong Han Yuesong Zhang Guoxin Wang Yongjun Bao Guiguang Ding 51 17 0 14 Mar 2024
UnlearnCanvas: Stylized Image Dataset for Enhanced Machine Unlearning Evaluation in Diffusion Models Yihua Zhang Chongyu Fan Yimeng Zhang Yuguang Yao Jinghan Jia ... Gaoyuan Zhang Gaowen Liu Ramana Rao Kompella Xiaoming Liu Sijia Liu DiffM 42 5 0 19 Feb 2024
EraseDiff: Erasing Data Influence in Diffusion Models Jing Wu Trung Le Munawar Hayat Mehrtash Harandi DiffM 69 14 0 11 Jan 2024
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 126 183 0 03 Oct 2022
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 342 1,591 0 10 Nov 2021
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 238 806 0 14 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 321 75,834 0 18 May 2015