123 citations · 160 across the 6 of their papers we have counts for
7 papers
Personalized Graph Federated Learning with Differential Privacy
Francois Gauthier, Vinay Chakravarthi Gogineni, Stefan Werner +2
This paper presents a personalized graph federated learning (PGFL) framework in which distributedly connected servers and their respective edge devices collaboratively learn device…
Asynchronous Online Federated Learning with Reduced Communication Requirements
Francois Gauthier, Vinay Chakravarthi Gogineni, Stefan Werner +2
Online federated learning (FL) enables geographically distributed devices to learn a global shared model from locally available streaming data. Most online FL literature considers…
Runtime Prevention of Deserialization Attacks
Francois Gauthier, Sora Bae
Untrusted deserialization exploits, where a serialised object graph is used to achieve denial-of-service or arbitrary code execution, have become so prominent that they were introd…
Resource-Aware Asynchronous Online Federated Learning for Nonlinear Regression
Francois Gauthier, Vinay Chakravarthi Gogineni, Stefan Werner +2
Many assumptions in the federated learning literature present a best-case scenario that can not be satisfied in most real-world applications. An asynchronous setting reflects the r…
BackREST: A Model-Based Feedback-Driven Greybox Fuzzer for Web Applications
François Gauthier, Behnaz Hassanshahi, Benjamin Selwyn-Smith +3
Following the advent of the American Fuzzy Lop (AFL), fuzzing had a surge in popularity, and modern day fuzzers range from simple blackbox random input generators to complex whiteb…
SAFE-PDF: Robust Detection of JavaScript PDF Malware Using Abstract Interpretation
Alexander Jordan, François Gauthier, Behnaz Hassanshahi +1
The popularity of the PDF format and the rich JavaScript environment that PDF viewers offer make PDF documents an attractive attack vector for malware developers. PDF documents pre…
Vandal: A Scalable Security Analysis Framework for Smart Contracts
Lexi Brent, Anton Jurisevic, Michael Kong +5
The rise of modern blockchains has facilitated the emergence of smart contracts: autonomous programs that live and run on the blockchain. Smart contracts have seen a rapid climb to…