!!link!! - Quite Imposing Plus 4 Serial And Private Code

Edge devices need to serialize model parameters efficiently while keeping proprietary model architecture private. QIP‑4 allows the device vendor to ship a public inference API while the model’s weight matrices remain encapsulated in a private module, serialised using a custom binary schema.