Task Learning System and Method, and Related Device

A task learning system, comprising:

• a knowledge base configured to store first task attributes and task models corresponding to the first task attributes;
• and
• a task processing apparatus coupled to the knowledge base and configured to:
• obtain an input sample;
• generate, when an inference task corresponding to the input sample is an unknown task, an inference model for the unknown task based on at least one task attribute of the first task attributes and a corresponding first task model of the task models, wherein the at least one task attribute corresponds to the input sample;
• and
• perform inference on the input sample using the inference model to obtain a target inference result.