GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy

18 May 2022

Teddy Cunningham

Konstantin Klemmer

Hongkai Wen

Hakan Ferhatosmanoglu

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Papers citing "GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy"

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Title
Locally Private Estimation with Public Features Yuheng Ma Ke Jia Hanfang Yang 84 3 0 22 May 2024
Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data Liming Jiang Bo Dai Wayne Wu Chen Change Loy 124 109 0 12 Nov 2021
Label differential privacy via clustering Hossein Esfandiari Vahab Mirrokni Umar Syed Sergei Vassilvitskii FedML 62 26 0 05 Oct 2021
Real-World Trajectory Sharing with Local Differential Privacy Teddy Cunningham Graham Cormode Hakan Ferhatosmanoglu D. Srivastava 54 50 0 04 Aug 2021
Antipodes of Label Differential Privacy: PATE and ALIBI Mani Malek Ilya Mironov Karthik Prasad I. Shilov Florian Tramèr 61 66 0 07 Jun 2021
Deep Learning with Label Differential Privacy Badih Ghazi Noah Golowich Ravi Kumar Pasin Manurangsi Chiyuan Zhang 100 153 0 11 Feb 2021
Kamino: Constraint-Aware Differentially Private Data Synthesis Chang Ge Shubhankar Mohapatra Xi He Ihab F. Ilyas SyDa 54 47 0 31 Dec 2020
Differentially Private Synthetic Medical Data Generation using Convolutional GANs A. Torfi Edward A. Fox Chandan K. Reddy SyDa MedIm 86 125 0 22 Dec 2020
LG-GAN: Label Guided Adversarial Network for Flexible Targeted Attack of Point Cloud-based Deep Networks Hang Zhou Dongdong Chen Jing Liao Weiming Zhang Kejiang Chen Xiaoyi Dong Kunlin Liu G. Hua Nenghai Yu 3DPC 115 103 0 01 Nov 2020
A Progressive Conditional Generative Adversarial Network for Generating Dense and Colored 3D Point Clouds Mohammad Arshad William J. Beksi 3DPC 51 22 0 12 Oct 2020
MRGAN: Multi-Rooted 3D Shape Generation with Unsupervised Part Disentanglement Rinon Gal Amit H. Bermano Hao Zhang Daniel Cohen-Or 3DPC 49 18 0 25 Jul 2020
DP-CGAN: Differentially Private Synthetic Data and Label Generation Reihaneh Torkzadehmahani Peter Kairouz B. Paten SyDa 72 239 0 27 Jan 2020
SELF: Learning to Filter Noisy Labels with Self-Ensembling Philipp Kratzer Marc Toussaint Thi Phuong Nhung Ngo T. Nguyen Jim Mainprice Thomas Brox NoLa 85 317 0 04 Oct 2019
Augmenting correlation structures in spatial data using deep generative models Konstantin Klemmer Adriano Soares Koshiyama Sebastian Flennerhag 124 21 0 23 May 2019
3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions Dong Wook Shu Sung Woo Park Junseok Kwon 3DPC 88 285 0 15 May 2019
RL-GAN-Net: A Reinforcement Learning Agent Controlled GAN Network for Real-Time Point Cloud Shape Completion M. Sarmad H. J. Lee Y. Kim 3DPC 75 181 0 28 Apr 2019
Differentially Private Generative Adversarial Networks for Time Series, Continuous, and Discrete Open Data Lorenzo Frigerio Anderson Santana de Oliveira L. Gomez Patrick Duverger SyDa AI4TS 71 109 0 08 Jan 2019
Deep Generative Modeling of LiDAR Data Lucas Caccia H. V. Hoof Aaron Courville Joelle Pineau 3DPC 195 76 0 04 Dec 2018
Point Cloud GAN Chun-Liang Li Manzil Zaheer Yang Zhang Barnabás Póczós Ruslan Salakhutdinov 3DPC 84 212 0 13 Oct 2018
Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation Mohammad Akbari Jie Liang GAN 62 20 0 01 Jun 2018
Differentially Private Generative Adversarial Network Liyang Xie Kaixiang Lin Shu Wang Fei Wang Jiayu Zhou SyDa 95 501 0 19 Feb 2018
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 493 14,371 0 02 Dec 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 486 9,073 0 10 Jun 2016
ShapeNet: An Information-Rich 3D Model Repository Angel X. Chang Thomas Funkhouser Leonidas Guibas Pat Hanrahan Qi-Xing Huang ... Shuran Song Hao Su Jianxiong Xiao L. Yi Feng Yu 3DV 172 5,538 0 09 Dec 2015
Spatial Transformer Networks Max Jaderberg Karen Simonyan Andrew Zisserman Koray Kavukcuoglu 316 7,396 0 05 Jun 2015
Protecting Locations with Differential Privacy under Temporal Correlations Yonghui Xiao Li Xiong 79 379 0 22 Oct 2014
Geo-Indistinguishability: Differential Privacy for Location-Based Systems M. Andrés N. E. Bordenabe K. Chatzikokolakis C. Palamidessi 106 1,187 0 10 Dec 2012