Literature Database

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Authors: Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi | Published: 2022-05-23 | Updated: 2022-08-26
Privacy Technique
Fairness evaluation
Statistical Methods

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
Convergence Property
Performance Evaluation Metrics
Loss Function

Robust Quantity-Aware Aggregation for Federated Learning

Authors: Jingwei Yi, Fangzhao Wu, Huishuai Zhang, Bin Zhu, Tao Qi, Guangzhong Sun, Xing Xie | Published: 2022-05-22 | Updated: 2023-07-26
Attack Methods against DFL
Secure Aggregation
Robustness Evaluation

Robust Sensible Adversarial Learning of Deep Neural Networks for Image Classification

Authors: Jungeum Kim, Xiao Wang | Published: 2022-05-20
Robustness Evaluation
Loss Function
Adversarial Example

Getting a-Round Guarantees: Floating-Point Attacks on Certified Robustness

Authors: Jiankai Jin, Olga Ohrimenko, Benjamin I. P. Rubinstein | Published: 2022-05-20 | Updated: 2024-09-09
Robustness Evaluation
Adversarial Example
Threat Model

SafeNet: The Unreasonable Effectiveness of Ensembles in Private Collaborative Learning

Authors: Harsh Chaudhari, Matthew Jagielski, Alina Oprea | Published: 2022-05-20 | Updated: 2022-09-08
Backdoor Attack
Membership Inference
Robustness Evaluation

Focused Adversarial Attacks

Authors: Thomas Cilloni, Charles Walter, Charles Fleming | Published: 2022-05-19
Attack Methods against DFL
Attack Type
Adversarial Example

Differential Privacy: What is all the noise about?

Authors: Roxana Danger | Published: 2022-05-19
DP-SGD
Privacy Technique
Poisoning

A False Sense of Security? Revisiting the State of Machine Learning-Based Industrial Intrusion Detection

Authors: Dominik Kus, Eric Wagner, Jan Pennekamp, Konrad Wolsing, Ina Berenice Fink, Markus Dahlmanns, Klaus Wehrle, Martin Henze | Published: 2022-05-18
Membership Inference
Performance Evaluation
Attack Detection

Adaptive Hybrid Heterogeneous IDS for 6LoWPAN

Authors: Aryan Mohammadi Pasikhani, John A Clark, Prosanta Gope | Published: 2022-05-18
Online Decision Making
Attack Detection
Adaptive Retraining Mechanism