2 papers
cs.CR2025
Scalable GPU-Based Integrity Verification for Large Machine Learning Models
Marcin Spoczynski, Marcela S. Melara
We present a security framework that strengthens distributed machine learning by standardizing integrity protections across CPU and GPU platforms and significantly reducing verific…
cs.CR2025
Atlas: A Framework for ML Lifecycle Provenance & Transparency
Marcin Spoczynski, Marcela S. Melara, Sebastian Szyller
The rapid adoption of open source machine learning (ML) datasets and models exposes today's AI applications to critical risks like data poisoning and supply chain attacks across th…