LATIDIA · Ciberseguridad

CipherFlow: Compilación de programas de IA para una inferencia criptográficamente segura y eficiente.

arXiv:2611.01450v1 Anuncio Tipo: nuevo Resumen: La inferencia criptográficamente segura se enfrenta a dos desafíos prácticos: hacer que la programación segura sea accesible para los desarrolladores de IA y los científicos de datos, y lograr una ejecución eficiente.

La noticia

arXiv:2611.01450v1 Announce Type: new Abstract: Cryptographically secure inference faces two practical challenges: making secure programming accessible to AI developers and data scientists, and achieving efficient execution across deployment environments. Developers must compose cryptographic primitives correctly, while performance depends on hardware, networks, and evolving ciphertext states. We present CipherFlow, a compiler framework that takes a high-level AI computation graph, available cryptographic primitives, and a target hardware and network configuration to generate an executable, latency-optimized secure inference program. CipherFlow automates cryptographic execution decisions through three techniques: MicroBench profiles deployment-specific primitive costs; state-expanded planning jointly optimizes homomorphic encryption (HE) and secure multi-party computation (MPC) placement, conversions, and ciphertext maintenance under cryptographic-state constraints; and