Search Results for author: Adam Piaseczny

Found 2 papers, 1 papers with code

The Impact of Adversarial Node Placement in Decentralized Federated Learning Networks

1 code implementation14 Nov 2023 Adam Piaseczny, Eric Ruzomberka, Rohit Parasnis, Christopher G. Brinton

This paper addresses this gap by analyzing the performance of decentralized FL for various adversarial placement strategies when adversaries can jointly coordinate their placement within a network.

Federated Learning

Mitigating Evasion Attacks in Federated Learning-Based Signal Classifiers

no code implementations8 Jun 2023 Su Wang, Rajeev Sahay, Adam Piaseczny, Christopher G. Brinton

In this work, we first reveal the susceptibility of FL-based signal classifiers to model poisoning attacks, which compromise the training process despite not observing data transmissions.

Federated Learning Model Poisoning

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