CloakLM: Obfuscating GPU Memory Layout to Mitigate Model Ex-filtration for Serving

Kunal Jain, Seokjin Go, Divya Mahajan

Large foundation models deployed on third-party and shared accelerator infrastructure face a practical risk of model exfiltration that existing defenses do not fully address. In co…