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In an analysis of AlphaStar's performance, ArsTechnica's Timothy B. For example, in a large battle where many units are involved, AlphaStar can give individual commands to each of its units with speed and precision that would be impossible for its human opponents. In contrast, AlphaStar's every move is precise.Ĭritics argue that the mismatch lets AlphaStar micromanage the game in a superhuman manner. In reality, the units execute only the most recent command and will ignore previous ones. But human players do a lot of spam clicking, or impulsive actions that have no value or thinking behind them.įor instance, when players want to order their units to move to a location or attack an enemy, they often click repeatedly on the same location or on a trajectory toward the destination, because it gives a false feeling that clicking will speed up that action. DeepMind engineers say they handicapped AlphaStar to prevent it from performing more actions than a human could accomplish. An Unfair AdvantageĬritics claim that AlphaStar has several characteristics that make it an unfair opponent against humans.įirst, AlphaStar is blazing fast. In a blog post, DeepMind called AlphaStar (Opens in a new window) "a step forward in our mission to create intelligent systems that will one day help us unlock novel solutions to some of the world's most important and fundamental scientific problems."īut then came the criticisms. When AlphaStar beat TLO and MaNa, two of the world's best players, there was reason to believe the artificial intelligence industry had passed a milestone. It was then pitted against humans, sweeping DeepMind's own amateur players before going on against world champs. AlphaStar first trained on a large database of human game data released by Blizzard, playing millions of games against itself to learn and master the rules of StarCraft. īut what the entire debate indicates is that perhaps we need to change the context in which we discuss and evaluate the capabilities of AI-and stop comparing its gameplay with our own.ĪlphaStar, DeepMind's StarCraft-playing bot, uses deep learning, a popular field of AI in which programmers develop the behavior of their AI models by giving them an insane number of examples. While DeepMind called it a major breakthrough, others argued it was cheating, unfair (Opens in a new window) and superhuman (Opens in a new window).
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How to Set Up Two-Factor AuthenticationĭeepMind's recent exploits in developing artificial intelligence that can defeat world-class players at StarCraft II caused a lot of stir.
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