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Google’sDeepMindcan control a robotic arm to beat mere mortals at mesa tennis , a young study reports . ButFan Zhendong , the 2024 gold medallist for individual and team men ’s mesa tennis , can rest easy : Theartificial intelligence(AI)-powered robot could only dumbfound mediocre players , and only some of the time , according to the study , which was release Aug. 7 to the preprint databasearXivand has not been peer - reviewed .

automaton can now cook , clean and perform tumbling , but they fight to quickly answer to real - world environmental information .

A GIF with a series of frames showing a robotic arm playing table tennis against a human

" reach human - level performance in terms of accuracy , fastness and generalisation still rest a howling challenge in many domains , " the researchers wrote in the work .

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To master this limitation , the researchers combinedan industrial robot armwith a customized edition of DeepMind ’s ultrapowerful learning algorithm . DeepMinduses neuronic networks , a layered architecture that mimics how information is swear out in the human brain , to step by step learn new information . So far , it has beaten theworld ’s best Go role player , presage the structure of every protein in the body , crack decades - sometime mathematics problemsand more .

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The system was develop to master specific aspects of the game — for instance , learning the rules , produce top spin , delivering forehand shot serves or using backhand shot place — training on real - earth and simulated data point in sophisticated algorithm . As the AI learned , the researchers also pull in data on its strengths , failing and limitations . Then , they fed this information back to the AI program , thus give DeepMind ’s unnamed factor a realistic impression of its ability . The system then picked which skills or strategies to use in the consequence , taking into write up its opposite ’s strength and weaknesses , just like a human table - tennis musician might .

Then , they pit their AI - control robot against 29 human race . DeepMind ’s robot subdivision beat all of the beginners and about 55 % of the intermediate musician , but it got trounced by advanced players . In an international military rank system , it would be a solid recreational player .

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DeepMind ’s golem weapon system did have some taxonomic impuissance , however . For good example , it struggle with high balls and , like many of us , found backhand shots more challenging than forehanded ones .

Numbers and mathematical symbols in the shape of a human head.

Most of the human players seemed to like play against the system . " Across all acquisition groups and pull ahead rates , player agreed that playing with the robot was ' fun ' and ' engaging , ' the researchers wrote in the field .

The new glide path could be useful for a wide kitchen range of applications that call for nimble reception in dynamic physical environments , the researchers said .

A photo of a humanoid robot captured during a side flip.

Abstract image of binary data emitted from AGI brain.

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an illustration of a line of robots working on computers

lady justice with a circle of neon blue and a dark background

An illustration of a robot holding up a mask of a smiling human face.

FPV kamikaze drones flying in the sky.

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an illustration of a base on the moon

An aerial photo of mountains rising out of Antarctica snowy and icy landscape, as seen from NASA�s Operation IceBridge research aircraft.

A tree is silhouetted against the full completed Annular Solar Eclipse on October 14, 2023 in Capitol Reef National Park, Utah.

Screen-capture of a home security camera facing a front porch during an earthquake.

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Three-dimensional rendering of an HIV virus