Data Dependency

Mitigating Leakage from Data Dependent Communications in Decentralized Computing using Differential Privacy

Authors: Riad Ladjel, Nicolas Anciaux, Aurélien Bellet, Guillaume Scerri | Published: 2021-12-23
Data Dependency
Privacy Protection
Communication Efficiency

Fully Homomorphically Encrypted Deep Learning as a Service

Authors: George Onoufriou, Paul Mayfield, Georgios Leontidis | Published: 2021-07-26
Algorithm
Data Dependency
Privacy Leakage

Towards Improving the Trustworthiness of Hardware based Malware Detector using Online Uncertainty Estimation

Authors: Harshit Kumar, Nikhil Chawla, Saibal Mukhopadhyay | Published: 2021-03-21
Cybersecurity
Data Dependency
Quantification of Uncertainty

DDUO: General-Purpose Dynamic Analysis for Differential Privacy

Authors: Chike Abuah, Alex Silence, David Darais, Joe Near | Published: 2021-03-16
Data Dependency
Privacy Risk Management
Dynamic Analysis

Proof-of-Learning: Definitions and Practice

Authors: Hengrui Jia, Mohammad Yaghini, Christopher A. Choquette-Choo, Natalie Dullerud, Anvith Thudi, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-03-09
Data Dependency
Model Performance Evaluation
Adversarial attack

Smoothness Analysis of Adversarial Training

Authors: Sekitoshi Kanai, Masanori Yamada, Hiroshi Takahashi, Yuki Yamanaka, Yasutoshi Ida | Published: 2021-03-02 | Updated: 2023-03-06
Data Dependency
Adversarial Example
Adversarial Spectrum Attack Detection

Protecting the integrity of the training procedure of neural networks

Authors: Christian Berghoff | Published: 2020-05-14
Data Dependency
Training Method
Machine Learning Algorithm

Data Augmentation for Deep Candlestick Learner

Authors: Chia-Ying Tsao, Jun-Hao Chen, Samuel Yen-Chi Chen, Yun-Cheng Tsai | Published: 2020-05-14 | Updated: 2020-05-29
Candlestick Pattern
Data Dependency
Machine Learning Application

Anomaly-based Intrusion Detection in Industrial Data with SVM and Random Forests

Authors: Simon D. Duque Anton, Sapna Sinha, Hans Dieter Schotten | Published: 2019-07-24
ML-Based IDS
Data Dependency
Feature Interdependence

A Conceptual Architecture for Contractual Data Sharing in a Decentralised Environment

Authors: Iain Barclay, Alun Preece, Ian Taylor, Dinesh Verma | Published: 2019-04-05
Data Origins and Evolution
Data Dependency
Machine Learning Application