Systems, methods, and devices for dynamic model management and post-deployment verification for csi

A server device, comprising:

• a memory;
• and
• one or more processors configured to, when executing instructions stored in the memory, cause the server device to:
• create and train one or more artificial intelligence (AI)/machine learning (ML) models for channel state information (CSI);
• determine model configuration information for the one or more AI/ML models;
• communicate the one or more AI/ML models and the model configuration information to a user equipment (UE);
• and
• receive, from the UE, a performance score corresponding to at least one AI/ML model of the one or more AI/ML models.

A method, performed by a user equipment (UE), the method comprising:

• determining whether conditions are acceptable for monitoring one or more artificial intelligence (AI)/machine learning (ML) models for channel state information (CSI);
• determining an output data distribution for each AI/ML model of the one or more AI/ML models, the output data distribution corresponding to encoded CSI bits;
• and
• determining a verification status of the one or more AI/ML models based on the output data distribution.