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Google AI company DeepMind has managed to create agents that can play CTF in Quake III Arena, and not only that, they are reportedly on the same competitive level as human players. The intention was to teach AI how to work with and against humans in a complex, tactical game, and in a tournament with 40 real competitors, the bots achieved the superior win rate.
The agents are never told anything about the rules of the game, yet learn about fundamental game concepts and effectively develop an intuition for CTF. In fact, we can find particular neurons that code directly for some of the most important game states, such as a neuron that activates when the agent’s flag is taken, or a neuron that activates when an agent’s teammate is holding a flag.
The agents are never told anything about the rules of the game, yet learn about fundamental game concepts and effectively develop an intuition for CTF. In fact, we can find particular neurons that code directly for some of the most important game states, such as a neuron that activates when the agent’s flag is taken, or a neuron that activates when an agent’s teammate is holding a flag.