Unified Concept Editing in Diffusion Models

25 August 2023

Papers citing "Unified Concept Editing in Diffusion Models"

34 / 34 papers shown

Title
T2VUnlearning: A Concept Erasing Method for Text-to-Video Diffusion Models Xiaoyu Ye Songjie Cheng Yongtao Wang Yajiao Xiong Yishen Li DiffM 162 0 0 23 May 2025
When Are Concepts Erased From Diffusion Models? Kevin Lu Nicky Kriplani Rohit Gandikota Minh Pham David Bau Chinmay Hegde Niv Cohen 56 0 0 22 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 87 0 0 16 May 2025
CRCE: Coreference-Retention Concept Erasure in Text-to-Image Diffusion Models Yuyang Xue Edward Moroshko Feng Chen Jingyu Sun Steven McDonagh Sotirios A. Tsaftaris 74 2 0 18 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 161 2 0 13 Mar 2025
On the Vulnerability of Concept Erasure in Diffusion Models Lucas Beerens Alex D. Richardson Peng Sun Dongdong Chen DiffM 141 2 0 24 Feb 2025
Model Lakes Koyena Pal David Bau Renée J. Miller 133 2 0 24 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 173 3 0 21 Feb 2025
Robust Concept Erasure Using Task Vectors Minh Pham Kelly O. Marshall Chinmay Hegde Niv Cohen 163 20 0 21 Feb 2025
SAeUron: Interpretable Concept Unlearning in Diffusion Models with Sparse Autoencoders Bartosz Cywiński Kamil Deja DiffM 103 8 0 29 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 120 16 0 17 Jan 2025
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 166 3 0 30 Nov 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 104 5 0 23 Nov 2024
Safety Without Semantic Disruptions: Editing-free Safe Image Generation via Context-preserving Dual Latent Reconstruction Jordan Vice Naveed Akhtar Leonid Sigal Ajmal Mian Ajmal Mian DiffM 119 0 0 21 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 66 12 0 21 Oct 2024
Dynamic Negative Guidance of Diffusion Models Felix Koulischer Johannes Deleu G. Raya T. Demeester L. Ambrogioni DiffM 89 9 0 18 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 111 22 0 16 Oct 2024
Unstable Unlearning: The Hidden Risk of Concept Resurgence in Diffusion Models Vinith Suriyakumar Rohan Alur Ayush Sekhari Manish Raghavan Ashia Wilson 80 3 0 10 Oct 2024
Holistic Unlearning Benchmark: A Multi-Faceted Evaluation for Text-to-Image Diffusion Model Unlearning Saemi Moon M. Lee Sangdon Park Dongwoo Kim 54 2 0 08 Oct 2024
Erasing Conceptual Knowledge from Language Models Rohit Gandikota Sheridan Feucht Samuel Marks David Bau KELM ELM MU 79 8 0 03 Oct 2024
Iterative Ensemble Training with Anti-Gradient Control for Mitigating Memorization in Diffusion Models Xiao Liu Xiaoliu Guan Yu Wu Jiaxu Miao 71 7 0 22 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 79 2 0 21 Jun 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 99 21 0 24 May 2024
Jailbreaking Prompt Attack: A Controllable Adversarial Attack against Diffusion Models Jiachen Ma Anda Cao Zhiqing Xiao Jie Zhang Chaonan Ye Chao Ye Junbo Zhao 74 31 0 02 Apr 2024
ReFACT: Updating Text-to-Image Models by Editing the Text Encoder Dana Arad Hadas Orgad Yonatan Belinkov KELM 95 19 0 01 Jun 2023
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 118 296 0 09 Nov 2022
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale Federico Bianchi Pratyusha Kalluri Esin Durmus Faisal Ladhak Myra Cheng Debora Nozza Tatsunori Hashimoto Dan Jurafsky James Zou Aylin Caliskan DiffM VLM 98 309 0 07 Nov 2022
Mass-Editing Memory in a Transformer Kevin Meng Arnab Sen Sharma A. Andonian Yonatan Belinkov David Bau KELM VLM 105 583 0 13 Oct 2022
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 161 198 0 03 Oct 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 222 1,344 0 10 Feb 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 300 3,582 0 20 Dec 2021
fastai: A Layered API for Deep Learning Jeremy Howard Sylvain Gugger AI4CE 122 867 0 11 Feb 2020
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 331 11,784 0 11 Jan 2018
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 265 6,925 0 12 Mar 2015