Unveiling and Mitigating Memorization in Text-to-image Diffusion Models through Cross Attention

17 March 2024

Papers citing "Unveiling and Mitigating Memorization in Text-to-image Diffusion Models through Cross Attention"

23 / 23 papers shown

Title
Demystifying Diffusion Policies: Action Memorization and Simple Lookup Table Alternatives Chengyang He Xu Liu Gadiel Sznaier Camps Guillaume Sartoretti Mac Schwager 35 0 0 09 May 2025
Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Chong Chen Daochang Liu M. Shah Chang Xu 68 1 0 25 Apr 2025
SolidMark: Evaluating Image Memorization in Generative Models Nicky Kriplani Minh Pham Gowthami Somepalli Chinmay Hegde Niv Cohen VLM 47 1 0 01 Mar 2025
CopyrightShield: Spatial Similarity Guided Backdoor Defense against Copyright Infringement in Diffusion Models Zhixiang Guo Siyuan Liang Aishan Liu Dacheng Tao AAML 86 1 0 02 Dec 2024
Classifier-Free Guidance inside the Attraction Basin May Cause Memorization Anubhav Jain Yuya Kobayashi Takashi Shibuya Yuhta Takida N. Memon Julian Togelius Yuki Mitsufuji DiffM 112 2 0 23 Nov 2024
Exploring Local Memorization in Diffusion Models via Bright Ending Attention Chong Chen Daochang Liu M. Shah Chang Xu 70 3 0 29 Oct 2024
Investigating Memorization in Video Diffusion Models Chong Chen Enhuai Liu Daochang Liu M. Shah Chang Xu VGen DiffM 86 1 0 29 Oct 2024
Dual-Model Defense: Safeguarding Diffusion Models from Membership Inference Attacks through Disjoint Data Splitting Bao Q. Tran Viet Anh Nguyen Anh Tran Toan M. Tran 33 0 0 22 Oct 2024
Towards a Theoretical Understanding of Memorization in Diffusion Models Yunhao Chen Xingjun Ma Difan Zou Yu-Gang Jiang DiffM 48 5 0 03 Oct 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 53 4 0 26 Sep 2024
MemBench: Memorized Image Trigger Prompt Dataset for Diffusion Models Chunsan Hong Tae-Hyun Oh Minhyuk Sung VLM EGVM 38 0 0 24 Jul 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 89 7 0 07 Jul 2024
EnTruth: Enhancing the Traceability of Unauthorized Dataset Usage in Text-to-image Diffusion Models with Minimal and Robust Alterations Jie Ren Yingqian Cui Chen Chen Vikash Sehwag Yue Xing Jiliang Tang Lingjuan Lyu WIGM 42 1 0 20 Jun 2024
Extracting Training Data from Unconditional Diffusion Models Yunhao Chen Xingjun Ma Difan Zou Yu-Gang Jiang 53 5 0 18 Jun 2024
Finding NeMo: Localizing Neurons Responsible For Memorization in Diffusion Models Dominik Hintersdorf Lukas Struppek Kristian Kersting Adam Dziedzic Franziska Boenisch 41 11 0 04 Jun 2024
Memorized Images in Diffusion Models share a Subspace that can be Located and Deleted Ruchika Chavhan Ondrej Bohdal Yongshuo Zong Da Li Timothy M. Hospedales 53 4 0 01 Jun 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 38 0 0 29 May 2024
Memory Triggers: Unveiling Memorization in Text-To-Image Generative Models through Word-Level Duplication Ali Naseh Jaechul Roh Amir Houmansadr 40 6 0 06 Dec 2023
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions Weiming Zhuang Chen Chen Lingjuan Lyu Chong Chen Yaochu Jin Lingjuan Lyu AIFin AI4CE 99 87 0 27 Jun 2023
Stabilizing Transformer Training by Preventing Attention Entropy Collapse Shuangfei Zhai Tatiana Likhomanenko Etai Littwin Dan Busbridge Jason Ramapuram Yizhe Zhang Jiatao Gu J. Susskind AAML 54 69 0 11 Mar 2023
Video-P2P: Video Editing with Cross-attention Control Shaoteng Liu Yuechen Zhang Wenbo Li Zhe Lin Jiaya Jia DiffM VGen 147 202 0 08 Mar 2023
Memorization in NLP Fine-tuning Methods Fatemehsadat Mireshghallah Archit Uniyal Tianhao Wang David Evans Taylor Berg-Kirkpatrick AAML 70 39 0 25 May 2022
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 293 1,833 0 14 Dec 2020