Disclosed are an intelligent agent reinforcement learning method and apparatus, a device and a medium. The method comprises: acquiring key visual information relied on by an intelligent agent for making a decision for a current environment image; acquiring actual key visual information of the current environment image; determining attention variation return information according to the key visual information relied on and the actual key visual information; and adjusting return feedback of intelligent agent reinforcement learning according to the attention variation return information.
INTELLIGENT AGENT REINFORCEMENT LEARNING METHOD AND APPARATUS, DEVICE AND MEDIUM