2 papers
cs.DC2023
Sentinel: An Aggregation Function to Secure Decentralized Federated Learning
Chao Feng, Alberto Huertas Celdrán, Janosch Baltensperger +4
Decentralized Federated Learning (DFL) emerges as an innovative paradigm to train collaborative models, addressing the single point of failure limitation. However, the security and…
cs.SE2022
Continuous Deep Learning: A Workflow to Bring Models into Production
Janosch Baltensperger, Pasquale Salza, Harald C. Gall
Researchers have been highly active to investigate the classical machine learning workflow and integrate best practices from the software engineering lifecycle. However, deep learn…