Differentially Private Diffusion Models Generate Useful Synthetic Images

27 February 2023

Papers citing "Differentially Private Diffusion Models Generate Useful Synthetic Images"

31 / 31 papers shown

Title
Diffusion-Driven High-Dimensional Variable Selection Minjie Wang Xiaotong Shen Wei Pan 36 0 0 19 Aug 2025
Improving Noise Efficiency in Privacy-preserving Dataset Distillation Runkai Zheng Vishnu Asutosh Dasu Yinong Wang Haohan Wang Fernando de la Torre DD 27 0 0 03 Aug 2025
Implementing Adaptations for Vision AutoRegressive Model Kaif Shaikh Franziska Boenisch Adam Dziedzic 52 0 0 15 Jul 2025
Private Training & Data Generation by Clustering Embeddings Felix Y. Zhou Samson Zhou Vahab Mirrokni Alessandro Epasto Vincent Cohen-Addad 74 0 0 20 Jun 2025
PCEvolve: Private Contrastive Evolution for Synthetic Dataset Generation via Few-Shot Private Data and Generative APIs Jianqing Zhang Yang Liu Jie Fu Yang Hua Tianyuan Zou Jian Cao Qiang Yang 75 0 0 04 Jun 2025
Boosting 3D Liver Shape Datasets with Diffusion Models and Implicit Neural Representations K. T. Nguyen Francesca Tozzi W. Willaert J. Vankerschaver Nikdokht Rashidian W. D. Neve DiffM MedIm 491 1 0 28 Apr 2025
From Easy to Hard: Building a Shortcut for Differentially Private Image Synthesis Kecen Li Chen Gong Xiaochen Li Yuzhong Zhao Xinwen Hou Tianhao Wang 122 2 0 02 Apr 2025
DPImageBench: A Unified Benchmark for Differentially Private Image Synthesis Chen Gong Kecen Li Zinan Lin Tianhao Wang 268 6 0 18 Mar 2025
On the Generalization Properties of Diffusion Models Puheng Li Zhong Li Huishuai Zhang Jiang Bian 329 47 0 13 Mar 2025
RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models Tanqiu Jiang Changjiang Li Fenglong Ma Ting Wang 159 1 0 18 Feb 2025
Is API Access to LLMs Useful for Generating Private Synthetic Tabular Data? Marika Swanberg Ryan McKenna Edo Roth Albert Cheu Peter Kairouz 163 3 0 10 Feb 2025
Differentially Private Synthetic Data via APIs 3: Using Simulators Instead of Foundation Model Zinan Lin Tadas Baltrusaitis Wenyu Wang Sergey Yekhanin SyDa 255 6 0 08 Feb 2025
PFGuard: A Generative Framework with Privacy and Fairness Safeguards Soyeon Kim Yuji Roh Geon Heo Steven Euijong Whang 167 0 0 03 Oct 2024
NetDPSyn: Synthesizing Network Traces under Differential Privacy Danyu Sun Joann Qiongna Chen Chen Gong Tianhao Wang Zhou Li 106 2 0 08 Sep 2024
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models Deniz Daum Richard Osuala Anneliese Riess Georgios Kaissis Julia A. Schnabel Maxime Di Folco MedIm 100 3 0 23 Jul 2024
Iterative Ensemble Training with Anti-Gradient Control for Mitigating Memorization in Diffusion Models Xiao Liu Xiaoliu Guan Yu Wu Jiaxu Miao 197 9 0 22 Jul 2024
Bayesian Power Steering: An Effective Approach for Domain Adaptation of Diffusion Models Ding Huang Ting Li Jian Huang DiffM 120 1 0 06 Jun 2024
DP-RDM: Adapting Diffusion Models to Private Domains Without Fine-Tuning Jonathan Lebensold Maziar Sanjabi Pietro Astolfi Adriana Romero Soriano Kamalika Chaudhuri Mike Rabbat Chuan Guo DiffM 126 5 0 21 Mar 2024
DP-TLDM: Differentially Private Tabular Latent Diffusion Model Chaoyi Zhu Jiayi Tang Juan F. Pérez Marten van Dijk Marten van Dijk 136 5 0 12 Mar 2024
CCFC: Bridging Federated Clustering and Contrastive Learning Jing Liu Jing Liu Zhonghan Zhang FedML 155 3 0 12 Jan 2024
Differentially Private Gradient Flow based on the Sliced Wasserstein Distance Ilana Sebag Muni Sreenivas Pydi Jean-Yves Franceschi Alain Rakotomamonjy Mike Gartrell Jamal Atif Alexandre Allauzen 185 3 0 13 Dec 2023
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging Research Bardia Khosravi Frank Li Theo Dapamede Pouria Rouzrokh Cooper Gamble ... C. Wyles Andrew B. Sellergren S. Purkayastha Bradley J. Erickson J. Gichoya MedIm 115 24 0 15 Nov 2023
Boosting Data Analytics With Synthetic Volume Expansion Xiaotong Shen Yifei Liu Rex Shen 175 4 0 27 Oct 2023
PrivImage: Differentially Private Synthetic Image Generation using Diffusion Models with Semantic-Aware Pretraining Kecen Li Chen Gong Zhixiang Li Yuzhong Zhao Xinwen Hou Tianhao Wang 128 14 0 19 Oct 2023
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images Yanwu Xu Li Sun Wei Peng Shyam Visweswaran Kayhan Batmanghelich MedIm DiffM 131 33 0 05 Oct 2023
A Unified View of Differentially Private Deep Generative Modeling Dingfan Chen Raouf Kerkouche Mario Fritz SyDa 110 5 0 27 Sep 2023
The importance of feature preprocessing for differentially private linear optimization Ziteng Sun A. Suresh A. Menon 129 3 0 19 Jul 2023
When Synthetic Data Met Regulation Georgi Ganev 103 2 0 01 Jul 2023
Spear or Shield: Leveraging Generative AI to Tackle Security Threats of Intelligent Network Services Hongyang Du Dusit Niyato Jiawen Kang Zehui Xiong K. Lam Ya-Nan Fang Yonghui Li AAML 75 17 0 04 Jun 2023
Differentially Private Synthetic Data via Foundation Model APIs 1: Images Zinan Lin Sivakanth Gopi Janardhan Kulkarni Harsha Nori Sergey Yekhanin 249 47 0 24 May 2023
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 326 401 0 13 Oct 2021