Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models

30 March 2023

Papers citing "Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models"

50 / 145 papers shown

Title
Safer Prompts: Reducing IP Risk in Visual Generative AI Lena Reissinger Yuanyuan Li Anna-Carolina Haensch Neeraj Sarna 23 0 0 06 May 2025
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation Vaidehi Patil Yi-Lin Sung Peter Hase Jie Peng Tianlong Chen Mohit Bansal AAML MU 79 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 61 0 0 30 Apr 2025
Erased but Not Forgotten: How Backdoors Compromise Concept Erasure Jonas Henry Grebe Tobias Braun Marcus Rohrbach Anna Rohrbach AAML 75 0 0 29 Apr 2025
DualOptim: Enhancing Efficacy and Stability in Machine Unlearning with Dual Optimizers Xuyang Zhong Haochen Luo Chen Liu MU 25 0 0 22 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 40 0 0 17 Apr 2025
ACE: Attentional Concept Erasure in Diffusion Models Finn Carter DiffM 52 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 33 0 0 08 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
Fine-Grained Erasure in Text-to-Image Diffusion-based Foundation Models K. Thakral Tamar Glaser Tal Hassner Mayank Vatsa Richa Singh 33 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 53 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 48 1 0 19 Mar 2025
CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models Yuyang Xue Edward Moroshko Feng Chen Steven G. McDonagh Sotirios A. Tsaftaris 50 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 52 0 0 17 Mar 2025
Hyperbolic Safety-Aware Vision-Language Models Tobia Poppi Tejaswi Kasarla Pascal Mettes Lorenzo Baraldi Rita Cucchiara VLM MU 49 0 0 15 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 105 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 82 1 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 58 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 44 1 0 10 Mar 2025
Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning Gaurav Patel Qiang Qiu MU 60 1 0 08 Mar 2025
Data Unlearning in Diffusion Models Silas Alberti Kenan Hasanaliyev Manav Shah Stefano Ermon DiffM MU 29 1 0 02 Mar 2025
CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models Shunchang Liu Zhuan Shi Lingjuan Lyu Yaochu Jin Boi Faltings 55 2 0 24 Feb 2025
On the Vulnerability of Concept Erasure in Diffusion Models Lucas Beerens Alex D. Richardson K. Zhang Dongdong Chen DiffM 60 2 0 24 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 38 2 0 22 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 114 2 0 21 Feb 2025
Robust Concept Erasure Using Task Vectors Minh Pham Kelly O. Marshall Chinmay Hegde Niv Cohen 110 16 0 21 Feb 2025
A Comprehensive Survey on Concept Erasure in Text-to-Image Diffusion Models Changhoon Kim Yanjun Qi DiffM 33 1 0 17 Feb 2025
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders Bartosz Cywiñski Kamil Deja DiffM 61 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 64 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 73 12 0 17 Jan 2025
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation Xiaoying Xing Avinab Saha Junfeng He Susan Hao Paul Vicol ... Sahil Singla Sarah Young Yinxiao Li Feng Yang Deepak Ramachandran DiffM 48 0 0 11 Jan 2025
Dynamic Negative Guidance of Diffusion Models Felix Koulischer Johannes Deleu G. Raya T. Demeester L. Ambrogioni DiffM 49 2 0 03 Jan 2025
SafetyDPO: Scalable Safety Alignment for Text-to-Image Generation Runtao Liu Chen I Chieh Jindong Gu Jipeng Zhang Renjie Pi Qifeng Chen Philip H. S. Torr Ashkan Khakzar Fabio Pizzati EGVM 99 0 0 13 Dec 2024
Safeguarding Text-to-Image Generation via Inference-Time Prompt-Noise Optimization Jiangweizhi Peng Zhiwei Tang Gaowen Liu Charles Fleming Mingyi Hong 72 0 0 05 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 Weisong Sun Yanrong Hu Chunrong Fang Yonglong Zhang Shiqing Ma Tao Zheng Zhenyu Chen Zhenting Wang DiffM 98 2 0 30 Nov 2024
Contrastive CFG: Improving CFG in Diffusion Models by Contrasting Positive and Negative Concepts J. Chang Hyungjin Chung Jong Chul Ye FaML DiffM 92 0 0 26 Nov 2024
Targeted Therapy in Data Removal: Object Unlearning Based on Scene Graphs Chenhan Zhang B. Zhao H. Asghar Dali Kaafar MU 76 0 0 25 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 83 0 0 25 Nov 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 71 3 0 23 Nov 2024
Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey Xuannan Liu Xing Cui Peipei Li Zekun Li Huaibo Huang Shuhan Xia Miaoxuan Zhang Yueying Zou Ran He AAML 58 6 0 14 Nov 2024
Black-Box Forgetting Yusuke Kuwana Yuta Goto Takashi Shibata Go Irie CLL MU VLM 26 0 0 01 Nov 2024
WAGLE: Strategic Weight Attribution for Effective and Modular Unlearning in Large Language Models Jinghan Jia Jiancheng Liu Yihua Zhang Parikshit Ram Nathalie Baracaldo Sijia Liu MU 35 2 0 23 Oct 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 23 8 0 21 Oct 2024
When Machine Unlearning Meets Retrieval-Augmented Generation (RAG): Keep Secret or Forget Knowledge? Shang Wang Tianqing Zhu Dayong Ye Wanlei Zhou MU 35 2 0 20 Oct 2024
Meta-Unlearning on Diffusion Models: Preventing Relearning Unlearned Concepts Hongcheng Gao Tianyu Pang Chao Du Taihang Hu Zhijie Deng Min-Bin Lin DiffM 38 6 0 16 Oct 2024
SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation Jaehong Yoon Shoubin Yu Vaidehi Patil Huaxiu Yao Mohit Bansal 62 14 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 19 4 0 11 Oct 2024