TRCE: Towards Reliable Malicious Concept Erasure in Text-to-Image Diffusion Models

10 March 2025

Papers citing "TRCE: Towards Reliable Malicious Concept Erasure in Text-to-Image Diffusion Models"

41 / 41 papers shown

Title
Erasing Concepts, Steering Generations: A Comprehensive Survey of Concept Suppression Yiwei Xie Ping Liu Zheng Zhang 108 0 0 26 May 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 97 4 0 17 Apr 2025
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 127 23 0 16 Oct 2024
Reliable and Efficient Concept Erasure of Text-to-Image Diffusion Models Chao Gong Kai-xiang Chen Zhipeng Wei Jingjing Chen Yulong Jiang DiffM 105 37 0 17 Jul 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 95 61 0 24 May 2024
MACE: Mass Concept Erasure in Diffusion Models Shilin Lu Zilan Wang Leyang Li Yanzhu Liu A. Kong DiffM 87 93 0 10 Mar 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 284 1,364 0 05 Mar 2024
Get What You Want, Not What You Don't: Image Content Suppression for Text-to-Image Diffusion Models Senmao Li Joost van de Weijer Taihang Hu Fahad Shahbaz Khan Qibin Hou Yaxing Wang Jian Yang DiffM 79 30 0 08 Feb 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 77 67 0 26 Dec 2023
MMA-Diffusion: MultiModal Attack on Diffusion Models Yijun Yang Ruiyuan Gao Xiaosen Wang Tsung-Yi Ho Nan Xu Qiang Xu 64 75 0 29 Nov 2023
Localizing and Editing Knowledge in Text-to-Image Generative Models Samyadeep Basu Nanxuan Zhao Vlad I. Morariu Soheil Feizi Varun Manjunatha DiffM 33 25 0 20 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 114 94 0 18 Oct 2023
Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks Erfan Shayegani Md Abdullah Al Mamun Yu Fu Pedram Zaree Yue Dong Nael B. Abu-Ghazaleh AAML 215 163 0 16 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 83 89 0 16 Oct 2023
Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction Attacks Vaidehi Patil Peter Hase Joey Tianyi Zhou KELM AAML 119 106 0 29 Sep 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 50 77 0 12 Sep 2023
Unified Concept Editing in Diffusion Models Rohit Gandikota Hadas Orgad Yonatan Belinkov Joanna Materzyñska David Bau DiffM 99 191 0 25 Aug 2023
Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models Erfan Shayegani Yue Dong Nael B. Abu-Ghazaleh 101 150 0 26 Jul 2023
SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis Dustin Podell Zion English Kyle Lacey A. Blattmann Tim Dockhorn Jonas Muller Joe Penna Robin Rombach 222 2,413 0 04 Jul 2023
ReFACT: Updating Text-to-Image Models by Editing the Text Encoder Dana Arad Hadas Orgad Yonatan Belinkov KELM 104 19 0 01 Jun 2023
Spontaneous Symmetry Breaking in Generative Diffusion Models G. Raya L. Ambrogioni DiffM 56 37 0 31 May 2023
Training-Free Layout Control with Cross-Attention Guidance Minghao Chen Iro Laina Andrea Vedaldi DiffM 193 236 0 06 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 98 188 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 55 201 0 23 Mar 2023
Editing Implicit Assumptions in Text-to-Image Diffusion Models Hadas Orgad Bahjat Kawar Yonatan Belinkov DiffM 88 91 0 14 Mar 2023
Erasing Concepts from Diffusion Models Rohit Gandikota Joanna Materzyñska Jaden Fiotto-Kaufman David Bau DiffM 85 304 0 13 Mar 2023
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 128 304 0 09 Nov 2022
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 177 205 0 03 Oct 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 193 3,898 0 26 Jul 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 437 6,062 0 23 May 2022
Can Machines Help Us Answering Question 16 in Datasheets, and In Turn Reflecting on Inappropriate Content? P. Schramowski Christopher Tauchmann Kristian Kersting FaML 90 94 0 14 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 463 15,665 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 364 3,605 0 20 Dec 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 477 10,367 0 17 Jun 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 967 29,731 0 26 Feb 2021
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 286 7,454 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 661 18,276 0 19 Jun 2020
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 728 132,199 0 12 Jun 2017
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,341 0 18 May 2015
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 575 27,325 0 01 Sep 2014
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 419 43,777 0 01 May 2014