Computational Efficiency

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
Algorithm
Membership Inference
Computational Efficiency
2023.06.14 2025.05.28
Literature Database

Privacy-Aware Compression for Federated Learning Through Numerical Mechanism Design

Authors: Chuan Guo, Kamalika Chaudhuri, Pierre Stock, Mike Rabbat | Published: 2022-11-08 | Updated: 2023-08-10
Privacy Protection Method
Optimization Methods
Computational Efficiency
2022.11.08 2025.05.28
Literature Database

A Comprehensive Survey on Edge Data Integrity Verification: Fundamentals and Future Trends

Authors: Yao Zhao, Youyang Qu, Yong Xiang, Md Palash Uddin, Dezhong Peng, Longxiang Gao | Published: 2022-10-20 | Updated: 2024-08-07
Security Analysis
Privacy Risk Management
Computational Efficiency
2022.10.20 2025.05.28
Literature Database

New Secure Sparse Inner Product with Applications to Machine Learning

Authors: Guowen Xu, Shengmin Xu, Jianting Ning, Tianwei Zhang, Xinyi Huang, Hongwei Li, Rongxing Lu | Published: 2022-10-16
Security Analysis
Cryptography
Computational Efficiency
2022.10.16 2025.05.28
Literature Database

VerifyML: Obliviously Checking Model Fairness Resilient to Malicious Model Holder

Authors: Guowen Xu, Xingshuo Han, Gelei Deng, Tianwei Zhang, Shengmin Xu, Jianting Ning, Anjia Yang, Hongwei Li | Published: 2022-10-16
Multi-Party Computation
Cryptography
Computational Efficiency
2022.10.16 2025.05.28
Literature Database

Suppressing Poisoning Attacks on Federated Learning for Medical Imaging

Authors: Naif Alkhunaizi, Dmitry Kamzolov, Martin Takáč, Karthik Nandakumar | Published: 2022-07-15
Byzantine Resilience
Poisoning Attack
Computational Efficiency
2022.07.15 2025.05.28
Literature Database

How to Steer Your Adversary: Targeted and Efficient Model Stealing Defenses with Gradient Redirection

Authors: Mantas Mazeika, Bo Li, David Forsyth | Published: 2022-06-28
Algorithm Design
Adversarial Example
Computational Efficiency
2022.06.28 2025.05.28
Literature Database

Parallel Instance Filtering for Malware Detection

Authors: Martin Jureček, Olha Jurečková | Published: 2022-06-28
Algorithm Design
Computational Efficiency
Static Analysis
2022.06.28 2025.05.28
Literature Database

Unlocking High-Accuracy Differentially Private Image Classification through Scale

Authors: Soham De, Leonard Berrada, Jamie Hayes, Samuel L. Smith, Borja Balle | Published: 2022-04-28 | Updated: 2022-06-16
Privacy Protection Method
Model Design
Computational Efficiency
2022.04.28 2025.05.28
Literature Database

CrypTen: Secure Multi-Party Computation Meets Machine Learning

Authors: Brian Knott, Shobha Venkataraman, Awni Hannun, Shubho Sengupta, Mark Ibrahim, Laurens van der Maaten | Published: 2021-09-02 | Updated: 2022-09-15
Membership Inference
Machine Learning Method
Computational Efficiency
2021.09.02 2025.05.28
Literature Database
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