Direct Unlearning Optimization for Robust and Safe Text-to-Image Models

Direct Unlearning Optimization for Robust and Safe Text-to-Image Models

17 January 2025

Papers citing "Direct Unlearning Optimization for Robust and Safe Text-to-Image Models"

14 / 14 papers shown

Title
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 33 0 0 17 Apr 2025
Dual Caption Preference Optimization for Diffusion Models Amir Saeidi Yiran Luo Agneet Chatterjee Shamanthak Hegde Bimsara Pathiraja Yezhou Yang Chitta Baral DiffM 41 0 0 09 Feb 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 45 2 0 28 Jan 2025
Safeguarding Text-to-Image Generation via Inference-Time Prompt-Noise Optimization Jiangweizhi Peng Zhiwei Tang Gaowen Liu Charles Fleming Mingyi Hong 64 2 0 05 Dec 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 46 4 0 14 Nov 2024
Meta-Unlearning on Diffusion Models: Preventing Relearning Unlearned Concepts Hongcheng Gao Tianyu Pang Chao Du Taihang Hu Zhijie Deng Min-Bin Lin DiffM 21 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 59 14 0 16 Oct 2024
Sparse Repellency for Shielded Generation in Text-to-image Diffusion Models Michael Kirchhof James Thornton Pierre Ablin Louis Béthune Eugène Ndiaye Marco Cuturi 26 2 0 08 Oct 2024
T2VSafetyBench: Evaluating the Safety of Text-to-Video Generative Models Yibo Miao Yifan Zhu Yinpeng Dong Lijia Yu Jun Zhu Xiao-Shan Gao EGVM 18 7 0 08 Jul 2024
Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning Somnath Basu Roy Chowdhury Krzysztof Choromanski Arijit Sehanobish Avinava Dubey Snigdha Chaturvedi MU 31 7 0 24 Jun 2024
Aligning Diffusion Models by Optimizing Human Utility Shufan Li Konstantinos Kallidromitis Akash Gokul Yusuke Kato Kazuki Kozuka 95 27 0 06 Apr 2024
Direct Consistency Optimization for Compositional Text-to-Image Personalization Kyungmin Lee Sangkyung Kwak Kihyuk Sohn Jinwoo Shin 56 6 0 19 Feb 2024
KTO: Model Alignment as Prospect Theoretic Optimization Kawin Ethayarajh Winnie Xu Niklas Muennighoff Dan Jurafsky Douwe Kiela 150 437 0 02 Feb 2024
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 116 179 0 03 Oct 2022