Trainable agent for traversing user interface

A system, comprising:

• a memory;
• and
• a processor, communicatively coupled to the memory, the processor configured to:
• identify a current observable state of an interactive video game;
• compute, by a neural network processing the current observable state, a plurality of user interface actions and their respective action scores;
• select, based on the action scores, a user interface action of the plurality of user interface actions;
• apply the selected user interface action to the interactive video game;
• and
• iteratively repeat the computing, selecting, and applying operations until a desired target observable state of the interactive video game is reached.

A computer-readable non-transitory storage medium comprising executable instructions that, when executed by a computing device, cause the computing device to:

• identify a current observable state of an interactive video game;
• compute, by a neural network processing the current observable state, a plurality of user interface actions and their respective action scores;
• select, based on the action scores, a user interface action of the plurality of user interface actions;
• apply the selected user interface action to the interactive video game;
• and
• iteratively repeat the computing, selecting, and applying operations until a desired target observable state of the interactive video game is reached.