dblp: PPMLP@CCS 2020
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Benyu Zhang
Raluca Ada Popa
Matei Zaharia
Guofei Gu
Shouling Ji
PPMLP'20: Proceedings of the 2020 Workshop on Privacy-Preserving Machine Learning in Practice, Virtual Event, USA, November, 2020.
ACM
2020
, ISBN
978-1-4503-8088-1
Pu Duan
Introduction to Secure Collaborative Intelligence (SCI) Lab.
Thomas Schneider
Engineering Privacy-Preserving Machine Learning Protocols.
3-4
Raluca Ada Popa
MC2: A Secure Collaborative Computation Platform.
Yupeng Zhang
Zero-Knowledge Proofs for Machine Learning.
Amos Treiber
Alejandro Molina
Christian Weinert
Thomas Schneider
Kristian Kersting
CryptoSPN: Expanding PPML beyond Neural Networks.
9-14
Tom Farrand
Fatemehsadat Mireshghallah
Sahib Singh
Andrew Trask
Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy.
15-19
Andrew Law
Chester Leung
Rishabh Poddar
Raluca Ada Popa
Chenyu Shi
Octavian Sima
Chaofan Yu
Xingmeng Zhang
Wenting Zheng
Secure Collaborative Training and Inference for XGBoost.
21-26
Pratyush Mishra
Ryan Lehmkuhl
Akshayaram Srinivasan
Wenting Zheng
Raluca Ada Popa
Delphi: A Cryptographic Inference System for Neural Networks.
27-30
Xiaoyun Xu
Jingzheng Wu
Mutian Yang
Tianyue Luo
Xu Duan
Weiheng Li
Yanjun Wu
Bin Wu
Information Leakage by Model Weights on Federated Learning.
31-36
Jinyin Chen
Huiling Xu
Jinhuan Wang
Qi Xuan
Xuhong Zhang
Adversarial Detection on Graph Structured Data.
37-41
Fabian Boemer
Rosario Cammarota
Daniel Demmler
Thomas Schneider
Hossein Yalame
MP2ML: A Mixed-Protocol Machine Learning Framework for Private Inference.
43-45
Wen-jie Lu
Yixuan Fang
Zhicong Huang
Cheng Hong
Chaochao Chen
Hunter Qu
Yajin Zhou
Kui Ren
Faster Secure Multiparty Computation of Adaptive Gradient Descent.
47-49
Jianping Cai
Ximeng Liu
Yingjie Wu
SVM Learning for Default Prediction of Credit Card under Differential Privacy.
51-53
Veneta Haralampieva
Daniel Rueckert
Jonathan Passerat-Palmbach
A Systematic Comparison of Encrypted Machine Learning Solutions for Image Classification.
55-59
Zuobin Ying
Yun Zhang
Ximeng Liu
Privacy-Preserving in Defending against Membership Inference Attacks.
61-63
Siam U. Hussain
Baiyu Li
Farinaz Koushanfar
Rosario Cammarota
TinyGarble2: Smart, Efficient, and Scalable Yao's Garble Circuit.
65-67
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