Marcin Spoczynski
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View article: Atlas: A Framework for ML Lifecycle Provenance & Transparency
Atlas: A Framework for ML Lifecycle Provenance & Transparency Open
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 the ML lifecycle. With growing regulatory pressure to address…
View article: LATTEO: A Framework to Support Learning Asynchronously Tempered with Trusted Execution and Obfuscation
LATTEO: A Framework to Support Learning Asynchronously Tempered with Trusted Execution and Obfuscation Open
The privacy vulnerabilities of the federated learning (FL) paradigm, primarily caused by gradient leakage, have prompted the development of various defensive measures. Nonetheless, these solutions have predominantly been crafted for and as…
View article: Fortify Your Foundations: Practical Privacy and Security for Foundation Model Deployments In The Cloud
Fortify Your Foundations: Practical Privacy and Security for Foundation Model Deployments In The Cloud Open
Foundation Models (FMs) display exceptional performance in tasks such as natural language processing and are being applied across a growing range of disciplines. Although typically trained on large public datasets, FMs are often fine-tuned…
View article: Provisioning of Fog Computing over Named-Data Networking in Dynamic Wireless Mesh Systems
Provisioning of Fog Computing over Named-Data Networking in Dynamic Wireless Mesh Systems Open
Fog computing is today considered a promising candidate to improve the user experience in dynamic on-demand computing services. However, its ubiquitous application would require support for this service in wireless multi-hop mesh systems, …
View article: Optimal Dynamic Orchestration in NDN-based Computing Networks
Optimal Dynamic Orchestration in NDN-based Computing Networks Open
Named Data Networking (NDN) offers promising advantages in deploying next-generation service applications over distributed computing networks. We consider the problem of dynamic orchestration over a NDN-based computing network, in which no…