Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression

26 May 2025

Papers citing "Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression"

43 / 93 papers shown

Title
MACE: Mass Concept Erasure in Diffusion Models Shilin Lu Zilan Wang Leyang Li Yanzhu Liu A. Kong DiffM 78 89 0 10 Mar 2024
GuardT2I: Defending Text-to-Image Models from Adversarial Prompts Yijun Yang Ruiyuan Gao Xiao Yang Jianyuan Zhong Qiang Xu 62 19 0 03 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 91 7 0 19 Feb 2024
Separable Multi-Concept Erasure from Diffusion Models Mengnan Zhao Lihe Zhang Tianhang Zheng Yuqiu Kong Baocai Yin 66 11 0 03 Feb 2024
Unified Diffusion-Based Rigid and Non-Rigid Editing with Text and Image Guidance Jiacheng Wang Ping Liu Wei Xu DiffM 46 5 0 04 Jan 2024
One-Dimensional Adapter to Rule Them All: Concepts, Diffusion Models and Erasing Applications Mengyao Lyu Yuhong Yang Haiwen Hong Hui Chen Xuan Jin Yuan He Hui Xue Jungong Han Guiguang Ding DiffM 53 66 0 26 Dec 2023
All but One: Surgical Concept Erasing with Model Preservation in Text-to-Image Diffusion Models Seunghoo Hong Juhun Lee Simon S. Woo 104 20 0 20 Dec 2023
Receler: Reliable Concept Erasing of Text-to-Image Diffusion Models via Lightweight Erasers Chi-Pin Huang Kai-Po Chang Chung-Ting Tsai Yung-Hsuan Lai Fu-En Yang Yu-Chiang Frank Wang DiffM 46 55 0 29 Nov 2023
MMA-Diffusion: MultiModal Attack on Diffusion Models Yijun Yang Ruiyuan Gao Xiaosen Wang Tsung-Yi Ho Nan Xu Qiang Xu 55 72 0 29 Nov 2023
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation Chongyu Fan Jiancheng Liu Yihua Zhang Eric Wong Dennis Wei Sijia Liu MU 52 141 0 19 Oct 2023
To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now Yimeng Zhang Jinghan Jia Xin Chen Aochuan Chen Yihua Zhang Jiancheng Liu Ke Ding Sijia Liu DiffM 95 94 0 18 Oct 2023
Ring-A-Bell! How Reliable are Concept Removal Methods for Diffusion Models? Yu-Lin Tsai Chia-Yi Hsu Chulin Xie Chih-Hsun Lin Jia-You Chen Yue Liu Pin-Yu Chen Chia-Mu Yu Chun-ying Huang DiffM 73 86 0 16 Oct 2023
Implicit Concept Removal of Diffusion Models Zhili Liu Kai Chen Yifan Zhang Jianhua Han Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung James T. Kwok 45 14 0 09 Oct 2023
Prompting4Debugging: Red-Teaming Text-to-Image Diffusion Models by Finding Problematic Prompts Zhi-Yi Chin Chieh-Ming Jiang Ching-Chun Huang Pin-Yu Chen Wei-Chen Chiu DiffM 40 73 0 12 Sep 2023
Create Your World: Lifelong Text-to-Image Diffusion Gan Sun Wenqi Liang Jiahua Dong Jun Li Zhengming Ding Yang Cong DiffM VLM 55 30 0 08 Sep 2023
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation Bin Xia Yulun Zhang Shiyin Wang Yitong Wang Xing Wu Yapeng Tian Wenming Yang Radu Timotfe Luc Van Gool DiffM VLM 57 16 0 26 Aug 2023
Unified Concept Editing in Diffusion Models Rohit Gandikota Hadas Orgad Yonatan Belinkov Joanna Materzyñska David Bau DiffM 91 186 0 25 Aug 2023
Circumventing Concept Erasure Methods For Text-to-Image Generative Models Minh Pham Kelly O. Marshall Niv Cohen Govind Mittal Chinmay Hegde DiffM 43 45 0 03 Aug 2023
Edge Guided GANs with Multi-Scale Contrastive Learning for Semantic Image Synthesis Hao Tang Guolei Sun N. Sebe Luc Van Gool GAN 73 11 0 22 Jul 2023
Text-guided Eyeglasses Manipulation with Spatial Constraints Jiacheng Wang Ping Liu Jingen Liu Wei Xu DiffM 46 8 0 25 Apr 2023
Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion Models Eric Zhang Kai Wang Xingqian Xu Zhangyang Wang Humphrey Shi DiffM 77 188 0 30 Mar 2023
Ablating Concepts in Text-to-Image Diffusion Models Nupur Kumari Bin Zhang Sheng-Yu Wang Eli Shechtman Richard Y. Zhang Jun-Yan Zhu VLM 42 199 0 23 Mar 2023
Erasing Concepts from Diffusion Models Rohit Gandikota Joanna Materzyñska Jaden Fiotto-Kaufman David Bau DiffM 65 303 0 13 Mar 2023
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 118 298 0 09 Nov 2022
Rickrolling the Artist: Injecting Backdoors into Text Encoders for Text-to-Image Synthesis Lukas Struppek Dominik Hintersdorf Kristian Kersting SILM 99 40 0 04 Nov 2022
Flow Matching for Generative Modeling Y. Lipman Ricky T. Q. Chen Heli Ben-Hamu Maximilian Nickel Matt Le OOD 190 1,292 0 06 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
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 255 30,123 0 01 Mar 2022
Zero-Shot Machine Unlearning Vikram S Chundawat Ayush K Tarun Murari Mandal Mohan S. Kankanhalli MU 53 126 0 14 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 388 15,454 0 20 Dec 2021
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 313 3,594 0 20 Dec 2021
Fast Yet Effective Machine Unlearning Ayush K Tarun Vikram S Chundawat Murari Mandal Mohan S. Kankanhalli MU 59 182 0 17 Nov 2021
CAT: Cross Attention in Vision Transformer Hezheng Lin Xingyi Cheng Xiangyu Wu Fan Yang Dong Shen Zhongyuan Wang Qing Song Wei Yuan ViT 56 152 0 10 Jun 2021
CLIPScore: A Reference-free Evaluation Metric for Image Captioning Jack Hessel Ari Holtzman Maxwell Forbes Ronan Le Bras Yejin Choi CLIP 127 1,557 0 18 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 861 29,341 0 26 Feb 2021
Recent Advances in Adversarial Training for Adversarial Robustness Tao Bai Jinqi Luo Jun Zhao Bihan Wen Qian Wang AAML 118 489 0 02 Feb 2021
ControlVAE: Tuning, Analytical Properties, and Performance Analysis Huajie Shao Zhisheng Xiao Shuochao Yao Aston Zhang Shengzhong Liu Tarek Abdelzaher DRL 59 15 0 31 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 556 18,008 0 19 Jun 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 375 10,591 0 17 Feb 2020
fastai: A Layered API for Deep Learning Jeremy Howard Sylvain Gugger AI4CE 122 867 0 11 Feb 2020
Triple Generative Adversarial Networks Chongxuan Li Kun Xu Jiashuo Liu Jun Zhu Bo Zhang GAN 60 42 0 20 Dec 2019
Large-scale Classification of Fine-Art Paintings: Learning The Right Metric on The Right Feature Babak Saleh Ahmed Elgammal 59 289 0 05 May 2015
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 398 43,619 0 01 May 2014