Dumindu Samaraweera

Securing LLMs in the Wild: Privacy and Security Challenges at the Edge

A deployment-centric taxonomy organized around three architectural constraints is introduced, derive a unified constraint model that quantifies when unsafe optimizations become unavoidable, linking each wall to specific attack surfaces, and proposes the Secure Operational Efficiency Score (SOES), a holistic metric bala...