Poisoning

I-GCN: Robust Graph Convolutional Network via Influence Mechanism

Authors: Haoxi Zhan, Xiaobing Pei | Published: 2020-12-11
Poisoning
Role of Machine Learning
Knowledge Graph

FAT: Federated Adversarial Training

Authors: Giulio Zizzo, Ambrish Rawat, Mathieu Sinn, Beat Buesser | Published: 2020-12-03
Backdoor Attack
Poisoning
Adversarial Training

Practical Privacy Attacks on Vertical Federated Learning

Authors: Haiqin Weng, Juntao Zhang, Xingjun Ma, Feng Xue, Tao Wei, Shouling Ji, Zhiyuan Zong | Published: 2020-11-18 | Updated: 2022-07-22
Data Privacy Assessment
Poisoning
Attack Type

Privacy Preservation in Federated Learning: An insightful survey from the GDPR Perspective

Authors: Nguyen Truong, Kai Sun, Siyao Wang, Florian Guitton, Yike Guo | Published: 2020-11-10 | Updated: 2021-03-18
Watermarking
Data Privacy Assessment
Poisoning

DualNet: Locate Then Detect Effective Payload with Deep Attention Network

Authors: Shiyi Yang, Peilun Wu, Hui Guo | Published: 2020-10-23
Poisoning
Machine Learning Method
Feature Importance Analysis

VenoMave: Targeted Poisoning Against Speech Recognition

Authors: Hojjat Aghakhani, Lea Schönherr, Thorsten Eisenhofer, Dorothea Kolossa, Thorsten Holz, Christopher Kruegel, Giovanni Vigna | Published: 2020-10-21 | Updated: 2023-04-20
Backdoor Attack
Poisoning
Poisoning Attack

Mitigating Sybil Attacks on Differential Privacy based Federated Learning

Authors: Yupeng Jiang, Yong Li, Yipeng Zhou, Xi Zheng | Published: 2020-10-20
Attack Methods against DFL
Poisoning
Poisoning Attack

A Survey of Machine Learning Techniques in Adversarial Image Forensics

Authors: Ehsan Nowroozi, Ali Dehghantanha, Reza M. Parizi, Kim-Kwang Raymond Choo | Published: 2020-10-19
Poisoning
Adversarial Learning
Adversarial Example

GOAT: GPU Outsourcing of Deep Learning Training With Asynchronous Probabilistic Integrity Verification Inside Trusted Execution Environment

Authors: Aref Asvadishirehjini, Murat Kantarcioglu, Bradley Malin | Published: 2020-10-17
TEE Implementation
Poisoning
Attack Method

BlockFLA: Accountable Federated Learning via Hybrid Blockchain Architecture

Authors: Harsh Bimal Desai, Mustafa Safa Ozdayi, Murat Kantarcioglu | Published: 2020-10-14
Blockchain Technology
Poisoning
Federated Learning