3 papers
cs.DC2026
Trust-Aware Routing for Distributed Generative AI Inference at the Edge
Chanh Nguyen, Erik Elmroth
Emerging deployments of Generative AI increasingly execute inference across decentralized and heterogeneous edge devices rather than on a single trusted server. In such environment…
cs.LG2026
Tiny, Hardware-Independent, Compression-based Classification
Charles Meyers, Aaron MacSween, Erik Elmroth +1
The recent developments in machine learning have highlighted a conflict between online platforms and their users in terms of privacy. The importance of user privacy and the struggl…
cs.CR2024
Survival of the Cheapest: Cost-Aware Hardware Adaptation for Adversarial Robustness
Charles Meyers, Mohammad Reza Saleh Sedghpour, Tommy Löfstedt +1
Deploying adversarially robust machine learning systems requires continuous trade-offs between robustness, cost, and latency. We present an autonomic decision-support framework pro…