activity
20182022
most citedPrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

13 citations · 16 across the 3 of their papers we have counts for

collaborators

6 papers

cs.CR2022★ 3 cited

Secure Multiparty Computation for Synthetic Data Generation from Distributed Data

Mayana Pereira, Sikha Pentyala, Anderson Nascimento +2

Legal and ethical restrictions on accessing relevant data inhibit data science research in critical domains such as health, finance, and education. Synthetic data generation algori…

cs.LG2022★ 13 cited

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Sikha Pentyala, Nicola Neophytou, Anderson Nascimento +2

Group fairness ensures that the outcome of machine learning (ML) based decision making systems are not biased towards a certain group of people defined by a sensitive attribute suc…

cs.CR2020

Inline Detection of DGA Domains Using Side Information

Raaghavi Sivaguru, Jonathan Peck, Femi Olumofin +2

Malware applications typically use a command and control (C&C) server to manage bots to perform malicious activities. Domain Generation Algorithms (DGAs) are popular methods for ge…

cs.CR2019

Protecting Privacy of Users in Brain-Computer Interface Applications

Anisha Agarwal, Rafael Dowsley, Nicholas D. McKinney +4

Machine learning (ML) is revolutionizing research and industry. Many ML applications rely on the use of large amounts of personal data for training and inference. Among the most in…

cs.LG2019

CharBot: A Simple and Effective Method for Evading DGA Classifiers

Jonathan Peck, Claire Nie, Raaghavi Sivaguru +5

Domain generation algorithms (DGAs) are commonly leveraged by malware to create lists of domain names which can be used for command and control (C&C) purposes. Approaches based on…

cs.CR2018

VirtualIdentity: Privacy-Preserving User Profiling

Sisi Wang, Wing-Sea Poon, Golnoosh Farnadi +6

User profiling from user generated content (UGC) is a common practice that supports the business models of many social media companies. Existing systems require that the UGC is ful…