Extracting Training Data from Diffusion Models

30 January 2023

Papers citing "Extracting Training Data from Diffusion Models"

50 / 414 papers shown

Title
Demystifying Diffusion Policies: Action Memorization and Simple Lookup Table Alternatives Chengyang He Xu Liu Gadiel Sznaier Camps Guillaume Sartoretti Mac Schwager 23 0 0 09 May 2025
Safer Prompts: Reducing IP Risk in Visual Generative AI Lena Reissinger Yuanyuan Li Anna-Carolina Haensch Neeraj Sarna 23 0 0 06 May 2025
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey Shashank Kapoor Sanjay Surendranath Girija Lakshit Arora Dipen Pradhan Ankit Shetgaonkar Aman Raj AAML 65 0 0 06 May 2025
A Survey on Progress in LLM Alignment from the Perspective of Reward Design Miaomiao Ji Yanqiu Wu Zhibin Wu Shoujin Wang Jian Yang Mark Dras Usman Naseem 37 0 0 05 May 2025
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 55 0 0 02 May 2025
Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models C. L. P. Chen Daochang Liu M. Shah Chang Xu 57 1 0 25 Apr 2025
Beyond Anonymization: Object Scrubbing for Privacy-Preserving 2D and 3D Vision Tasks Murat Bilgehan Ertan Ronak Sahu Phuong Ha Nguyen Kaleel Mahmood Marten van Dijk 27 0 0 23 Apr 2025
DualOptim: Enhancing Efficacy and Stability in Machine Unlearning with Dual Optimizers Xuyang Zhong Haochen Luo Chen Liu MU 25 0 0 22 Apr 2025
AI Safety Should Prioritize the Future of Work Sanchaita Hazra Bodhisattwa Prasad Majumder Tuhin Chakrabarty 32 0 0 16 Apr 2025
Generalization through variance: how noise shapes inductive biases in diffusion models John J. Vastola DiffM 77 1 0 16 Apr 2025
GenEAva: Generating Cartoon Avatars with Fine-Grained Facial Expressions from Realistic Diffusion-based Faces Hao Yu Rupayan Mallick Margrit Betke Sarah Adel Bargal DiffM 45 0 0 10 Apr 2025
Personalized Federated Training of Diffusion Models with Privacy Guarantees Kumar Kshitij Patel Weitong Zhang Lingxiao Wang MedIm 45 0 0 01 Apr 2025
EchoFlow: A Foundation Model for Cardiac Ultrasound Image and Video Generation Hadrien Reynaud Alberto Gomez Paul Leeson Qingjie Meng B. Kainz MedIm 54 0 0 28 Mar 2025
Quantifying the Ease of Reproducing Training Data in Unconditional Diffusion Models Masaya Hasegawa Koji Yasuda 39 0 0 25 Mar 2025
Language Models May Verbatim Complete Text They Were Not Explicitly Trained On Ken Ziyu Liu Christopher A. Choquette-Choo Matthew Jagielski Peter Kairouz Sanmi Koyejo Percy Liang Nicolas Papernot 51 0 0 21 Mar 2025
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction Tung Sum Thomas Kwok Chi-Hua Wang Guang Cheng LMTD 66 1 0 19 Mar 2025
BLIA: Detect model memorization in binary classification model through passive Label Inference attack Mohammad Wahiduzzaman Khan Sheng Chen Ilya Mironov Leizhen Zhang Rabib Noor 39 0 0 17 Mar 2025
Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs Bowen Tan Zheng Xu Eric P. Xing Zhiting Hu Shanshan Wu SyDa 85 0 0 16 Mar 2025
Empirical Privacy Variance Yuzheng Hu Fan Wu Ruicheng Xian Yuhang Liu Lydia Zakynthinou Pritish Kamath Chiyuan Zhang David A. Forsyth 62 0 0 16 Mar 2025
AugGen: Synthetic Augmentation Can Improve Discriminative Models Parsa Rahimi Damien Teney S´ebastien Marcel 64 0 0 14 Mar 2025
On the Generalization Properties of Diffusion Models Puheng Li Zhong Li Huishuai Zhang Jiang Bian 64 29 0 13 Mar 2025
How Does Overparameterization Affect Machine Unlearning of Deep Neural Networks? Gal Alon Yehuda Dar MU AI4CE 53 0 0 11 Mar 2025
SPEED: Scalable, Precise, and Efficient Concept Erasure for Diffusion Models Ouxiang Li Yuan Wang Xinting Hu Houcheng Jiang Tao Liang Y. Hao Guojun Ma Fuli Feng DiffM 44 1 0 10 Mar 2025
Denoising Score Distillation: From Noisy Diffusion Pretraining to One-Step High-Quality Generation Tianyu Chen Yasi Zhang Z. Wang Ying Nian Wu Oscar Leong Mingyuan Zhou DiffM 45 0 0 10 Mar 2025
Capture Global Feature Statistics for One-Shot Federated Learning Zenghao Guan Yucan Zhou Xiaoyan Gu FedML 63 0 0 10 Mar 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 43 0 0 10 Mar 2025
Privacy Auditing of Large Language Models Ashwinee Panda Xinyu Tang Milad Nasr Christopher A. Choquette-Choo Prateek Mittal PILM 62 5 0 09 Mar 2025
Data Efficient Subset Training with Differential Privacy Ninad Jayesh Gandhi Moparthy Venkata Subrahmanya Sri Harsha 48 0 0 09 Mar 2025
Data Unlearning in Diffusion Models Silas Alberti Kenan Hasanaliyev Manav Shah Stefano Ermon DiffM MU 31 1 0 02 Mar 2025
SolidMark: Evaluating Image Memorization in Generative Models Nicky Kriplani Minh Pham Gowthami Somepalli Chinmay Hegde Niv Cohen VLM 37 1 0 01 Mar 2025
Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems Song Xia Yi Yu Wenhan Yang Meiwen Ding Zhuo Chen Lingyu Duan Alex C. Kot Xudong Jiang 54 2 0 01 Mar 2025
On the Interpolation Effect of Score Smoothing Zhengdao Chen DiffM 71 0 0 26 Feb 2025
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang N. V. Stein Thomas Bäck M. Leeuwen DiffM 37 0 0 24 Feb 2025
Mitigating Hallucinations in Diffusion Models through Adaptive Attention Modulation Trevine Oorloff Yaser Yacoob Abhinav Shrivastava 46 0 0 24 Feb 2025
Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Nikhil Churamani Saksham Checker Fethiye Irmak Dogan Hao-Tien Lewis Chiang Hatice Gunes FedML 91 1 0 24 Feb 2025
CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models Shunchang Liu Zhuan Shi Lingjuan Lyu Yaochu Jin Boi Faltings 55 2 0 24 Feb 2025
On Memorization in Diffusion Models Xiangming Gu Chao Du Tianyu Pang Chongxuan Li Min-Bin Lin Ye Wang DiffM TDI 166 43 0 21 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 123 2 0 21 Feb 2025
$Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$-Constrained Optimization$ Controllable Unlearning for Image-to-Image Generative Models via $\varepsilon$ -Constrained Optimization Xiaohua Feng Chao-Jun Chen Yuyuan Li L. Zhang Longfei Li Jun Zhou Xiaolin Zheng MU 68 0 0 20 Feb 2025
RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models Tanqiu Jiang Changjiang Li Fenglong Ma Ting Wang 52 0 0 18 Feb 2025
Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study Eric Aubinais Philippe Formont Pablo Piantanida Elisabeth Gassiat 38 0 0 10 Feb 2025
Stochastic Forward-Backward Deconvolution: Training Diffusion Models with Finite Noisy Datasets Haoye Lu Qifan Wu Yaoliang Yu DiffM 49 0 0 08 Feb 2025
Training Set Reconstruction from Differentially Private Forests: How Effective is DP? Alice Gorgé Julien Ferry Sébastien Gambs Thibaut Vidal 62 0 0 07 Feb 2025
The Pitfalls of "Security by Obscurity" And What They Mean for Transparent AI Peter Hall Olivia Mundahl Sunoo Park 71 0 0 30 Jan 2025
Neural Honeytrace: A Robust Plug-and-Play Watermarking Framework against Model Extraction Attacks Yixiao Xu Binxing Fang Rui Wang Yinghai Zhou S. Ji Yuan Liu Mohan Li Zhihong Tian MIACV AAML 61 0 0 20 Jan 2025
Has an AI model been trained on your images? Matyáš Boháček Hany Farid 33 0 0 11 Jan 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 33 0 0 08 Jan 2025
Towards Effective Discrimination Testing for Generative AI Thomas P. Zollo Nikita Rajaneesh Richard Zemel Talia B. Gillis Emily Black 30 1 0 31 Dec 2024
IntroStyle: Training-Free Introspective Style Attribution using Diffusion Features Anand Kumar Jiteng Mu Nuno Vasconcelos DiffM 72 0 0 19 Dec 2024
Gen-SIS: Generative Self-augmentation Improves Self-supervised Learning Varun Belagali Srikar Yellapragada Alexandros Graikos S. Kapse Zilinghan Li Tarak Nandi Ravi K. Madduri Prateek Prasanna Joel H. Saltz Dimitris Samaras DiffM 73 1 0 02 Dec 2024