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Private GANs, Revisited

Private GANs, Revisited

6 February 2023
Alex Bie
Gautam Kamath
Guojun Zhang
ArXivPDFHTML

Papers citing "Private GANs, Revisited"

18 / 18 papers shown
Title
GenEAva: Generating Cartoon Avatars with Fine-Grained Facial Expressions from Realistic Diffusion-based Faces
GenEAva: Generating Cartoon Avatars with Fine-Grained Facial Expressions from Realistic Diffusion-based Faces
Hao Yu
Rupayan Mallick
Margrit Betke
Sarah Adel Bargal
DiffM
55
0
0
10 Apr 2025
Optimal Differentially Private Sampling of Unbounded Gaussians
Valentio Iverson
Gautam Kamath
Argyris Mouzakis
46
0
0
03 Mar 2025
Privacy without Noisy Gradients: Slicing Mechanism for Generative Model
  Training
Privacy without Noisy Gradients: Slicing Mechanism for Generative Model Training
Kristjan Greenewald
Yuancheng Yu
Hao Wang
Kai Xu
36
0
0
25 Oct 2024
PFGuard: A Generative Framework with Privacy and Fairness Safeguards
PFGuard: A Generative Framework with Privacy and Fairness Safeguards
Soyeon Kim
Yuji Roh
Geon Heo
Steven Euijong Whang
39
0
0
03 Oct 2024
A Unified View of Differentially Private Deep Generative Modeling
A Unified View of Differentially Private Deep Generative Modeling
Dingfan Chen
Raouf Kerkouche
Mario Fritz
SyDa
21
4
0
27 Sep 2023
Training generative models from privatized data
Training generative models from privatized data
Daria Reshetova
Wei-Ning Chen
Ayfer Özgür
FedML
28
2
0
15 Jun 2023
Differentially Private Latent Diffusion Models
Differentially Private Latent Diffusion Models
Saiyue Lyu
Michael F. Liu
Margarita Vinaroz
Mijung Park
24
24
0
25 May 2023
DPAF: Image Synthesis via Differentially Private Aggregation in Forward
  Phase
DPAF: Image Synthesis via Differentially Private Aggregation in Forward Phase
Chih-Hsun Lin
Chia-Yi Hsu
Chia-Mu Yu
Yang Cao
Chun-ying Huang
26
1
0
20 Apr 2023
How to DP-fy ML: A Practical Guide to Machine Learning with Differential
  Privacy
How to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy
Natalia Ponomareva
Hussein Hazimeh
Alexey Kurakin
Zheng Xu
Carson E. Denison
H. B. McMahan
Sergei Vassilvitskii
Steve Chien
Abhradeep Thakurta
94
167
0
01 Mar 2023
Differentially Private Diffusion Models Generate Useful Synthetic Images
Differentially Private Diffusion Models Generate Useful Synthetic Images
Sahra Ghalebikesabi
Leonard Berrada
Sven Gowal
Ira Ktena
Robert Stanforth
Jamie Hayes
Soham De
Samuel L. Smith
Olivia Wiles
Borja Balle
DiffM
31
69
0
27 Feb 2023
Differentially Private Diffusion Models
Differentially Private Diffusion Models
Tim Dockhorn
Tianshi Cao
Arash Vahdat
Karsten Kreis
DiffM
32
91
0
18 Oct 2022
Pre-trained Perceptual Features Improve Differentially Private Image
  Generation
Pre-trained Perceptual Features Improve Differentially Private Image Generation
Fredrik Harder
Milad Jalali Asadabadi
Danica J. Sutherland
Mijung Park
24
28
0
25 May 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets
Axel Sauer
Katja Schwarz
Andreas Geiger
182
490
0
01 Feb 2022
The Role of Adaptive Optimizers for Honest Private Hyperparameter
  Selection
The Role of Adaptive Optimizers for Honest Private Hyperparameter Selection
Shubhankar Mohapatra
Sajin Sasy
Xi He
Gautam Kamath
Om Thakkar
114
32
0
09 Nov 2021
Differentially Private Fine-tuning of Language Models
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
134
346
0
13 Oct 2021
Opacus: User-Friendly Differential Privacy Library in PyTorch
Opacus: User-Friendly Differential Privacy Library in PyTorch
Ashkan Yousefpour
I. Shilov
Alexandre Sablayrolles
Davide Testuggine
Karthik Prasad
...
Sayan Gosh
Akash Bharadwaj
Jessica Zhao
Graham Cormode
Ilya Mironov
VLM
159
349
0
25 Sep 2021
Private Post-GAN Boosting
Private Post-GAN Boosting
Marcel Neunhoeffer
Zhiwei Steven Wu
Cynthia Dwork
116
29
0
23 Jul 2020
A Style-Based Generator Architecture for Generative Adversarial Networks
A Style-Based Generator Architecture for Generative Adversarial Networks
Tero Karras
S. Laine
Timo Aila
282
10,354
0
12 Dec 2018
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