A Hybrid Deep Learning Architecture for Privacy-Preserving Mobile Analytics

8 March 2017

Seyed Ali Osia

Ali Shahin Shamsabadi

Hamed Haddadi

Papers citing "A Hybrid Deep Learning Architecture for Privacy-Preserving Mobile Analytics"

31 / 31 papers shown

Title
Pareto-Secure Machine Learning (PSML): Fingerprinting and Securing Inference Serving Systems Debopam Sanyal Jui-Tse Hung Manavi Agrawal Prahlad Jasti Shahab Nikkhoo S. Jha Tianhao Wang Sibin Mohan Alexey Tumanov 56 0 0 03 Jul 2023
PriMask: Cascadable and Collusion-Resilient Data Masking for Mobile Cloud Inference Linshan Jiang Qun Song Rui Tan Mo Li 21 4 0 12 Nov 2022
Information Removal at the bottleneck in Deep Neural Networks Enzo Tartaglione 61 2 0 30 Sep 2022
InFi: End-to-End Learning to Filter Input for Resource-Efficiency in Mobile-Centric Inference Mu Yuan Lan Zhang Fengxiang He Xueting Tong Miao-Hui Song Zhengyuan Xu Xiang-Yang Li 37 2 0 28 Sep 2022
Distributed data analytics Richard Mortier Hamed Haddadi S. S. Rodríguez Liang Wang 40 2 0 26 Mar 2022
Towards Battery-Free Machine Learning and Inference in Underwater Environments Yuchen Zhao Sayed Saad Afzal Waleed Akbar Osvy Rodriguez Fan Mo David E. Boyle Fadel M. Adib Hamed Haddadi 3DV 27 19 0 16 Feb 2022
Data Selection for Efficient Model Update in Federated Learning Hongrui Shi Valentin Radu FedML 39 5 0 05 Nov 2021
GaitPrivacyON: Privacy-Preserving Mobile Gait Biometrics using Unsupervised Learning Paula Delgado-Santos Ruben Tolosana R. Guest R. Vera-Rodríguez F. Deravi Aythami Morales CVBM 31 30 0 08 Oct 2021
A Field Guide to Federated Optimization Jianyu Wang Zachary B. Charles Zheng Xu Gauri Joshi H. B. McMahan ... Mi Zhang Tong Zhang Chunxiang Zheng Chen Zhu Wennan Zhu FedML 191 413 0 14 Jul 2021
A Survey of Privacy Vulnerabilities of Mobile Device Sensors Paula Delgado-Santos Giuseppe Stragapede Ruben Tolosana R. Guest F. Deravi R. Vera-Rodríguez PILM 37 46 0 18 Jun 2021
Honest-but-Curious Nets: Sensitive Attributes of Private Inputs Can Be Secretly Coded into the Classifiers' Outputs Mohammad Malekzadeh Anastasia Borovykh Deniz Gündüz MIACV 36 42 0 25 May 2021
Pervasive AI for IoT applications: A Survey on Resource-efficient Distributed Artificial Intelligence Emna Baccour N. Mhaisen A. Abdellatif A. Erbad Amr M. Mohamed Mounir Hamdi Mohsen Guizani 50 87 0 04 May 2021
Privacy Adversarial Network: Representation Learning for Mobile Data Privacy Sicong Liu Junzhao Du Anshumali Shrivastava Lin Zhong 64 14 0 08 Jun 2020
TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework for Deep Learning with Anonymized Intermediate Representations Ang Li Yixiao Duan Huanrui Yang Yiran Chen Jianlei Yang 54 50 0 23 May 2020
Privacy in Deep Learning: A Survey Fatemehsadat Mirshghallah Mohammadkazem Taram Praneeth Vepakomma Abhishek Singh Ramesh Raskar H. Esmaeilzadeh FedML 41 136 0 25 Apr 2020
Model enhancement and personalization using weakly supervised learning for multi-modal mobile sensing Diyan Teng Rashmi Kulkarni Justin McGloin 9 0 0 29 Oct 2019
Emotion Filtering at the Edge Ranya Aloufi Hamed Haddadi David E. Boyle 32 19 0 18 Sep 2019
DeepObfuscator: Obfuscating Intermediate Representations with Privacy-Preserving Adversarial Learning on Smartphones Ang Li Jiayi Guo Huanrui Yang Flora D. Salim Yiran Chen AAML 21 36 0 09 Sep 2019
Local Differential Privacy for Deep Learning Pathum Chamikara Mahawaga Arachchige P. Bertók I. Khalil Dongxi Liu S. Çamtepe Mohammed Atiquzzaman 41 220 0 08 Aug 2019
Adversarial training approach for local data debiasing Ulrich Aïvodji F. Bidet Sébastien Gambs Rosin Claude Ngueveu Alain Tapp 11 7 0 19 Jun 2019
Edge Intelligence: Paving the Last Mile of Artificial Intelligence with Edge Computing Zhi Zhou Xu Chen En Li Liekang Zeng Ke Luo Junshan Zhang 44 1,425 0 24 May 2019
Deep Learning on Mobile Devices - A Review Yunbin Deng 27 120 0 21 Mar 2019
Private Model Compression via Knowledge Distillation Ji Wang Weidong Bao Lichao Sun Xiaomin Zhu Bokai Cao Philip S. Yu FedML 19 116 0 13 Nov 2018
Deep Learning Towards Mobile Applications Ji Wang Bokai Cao Philip S. Yu Lichao Sun Weidong Bao Xiaomin Zhu HAI 32 98 0 10 Sep 2018
Not Just Privacy: Improving Performance of Private Deep Learning in Mobile Cloud Ji Wang Jianguo Zhang Weidong Bao Xiaomin Zhu Bokai Cao Philip S. Yu 29 194 0 10 Sep 2018
Confidential Inference via Ternary Model Partitioning Zhongshu Gu Heqing Huang Jialong Zhang D. Su Hani Jamjoom Ankita Lamba Dimitrios E. Pendarakis Ian Molloy 42 53 0 03 Jul 2018
Exploiting Unintended Feature Leakage in Collaborative Learning Luca Melis Congzheng Song Emiliano De Cristofaro Vitaly Shmatikov FedML 98 1,457 0 10 May 2018
Deep Facial Expression Recognition: A Survey Shan Li Weihong Deng 153 1,288 0 23 Apr 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 59 1,308 0 12 Mar 2018
Replacement AutoEncoder: A Privacy-Preserving Algorithm for Sensory Data Analysis Mohammad Malekzadeh R. Clegg Hamed Haddadi 16 72 0 18 Oct 2017
Unsupervised Machine Learning for Networking: Techniques, Applications and Research Challenges Muhammad Usama Junaid Qadir Aunn Raza Hunain Arif K. Yau Y. Elkhatib Amir Hussain Ala I. Al-Fuqaha SSL 53 317 0 19 Sep 2017