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MIT debuts a method inspired by the big-language model to teach robots new skills

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MIT this week presented a new model for training robots. Instead of a standard set of focused data used to teach robots new tasks, the method is broad and mimics the vast troves of data used to train large language models (LLMs).

The researchers note that imitation learning – through which an agent learns by following someone performing a task – can fail if small challenges are introduced. These might be things like lighting, different scenery, or new obstacles. In such scenarios, robots simply wouldn’t have enough data to draw on to adapt.

The team checked out models like GPT-4 for a data-driven brute force approach to solving problems.

“In the linguistic domain, all data is just sentences,” says Lirui Wang, lead writer of the new paper. “In robotics, given all the heterogeneity in the data, if we want to do initial training in a similar way, we need a different architecture.”

The team introduced a new architecture called Heterogeneous Pretrained Transformers (HPT), which collects information from different sensors and different environments. A transformer was then used to mix the data into training models. The larger the transformer, the higher the output power.

Users then enter the robot design, configuration, and task they need to perform.

“Our dream is to have a universal robot brain that you can download and use in your robot without any training,” CMU associate professor David Held said of the research. “While we are still in the early stages, we will continue to push hard and hope that scaling will lead to a breakthrough in robotics policy, just as it has with large language models.”

The research was partially funded by the Toyota Research Institute. Last 12 months at the TechCrunch Disrupt conference, TRI presented a method for training robots at night. It recently formed a groundbreaking partnership that can mix robotic learning research with Boston Dynamics equipment.

This article was originally published on : techcrunch.com
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Mom and son Game Changer Academy founders help black gamers get 150,000. dollars in NIL transactions

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gamers, NIL, Black


Kendall Hamilton and his mother, Dr. Gigi, help Black gamers land lucrative name, image, likeness (NIL) deals and influence the industry through their organization Game Changer Academy.

In highschool, Hamilton rose to prominence as a player himself. Although his mother was initially concerned about his profession path, her support for Hamilton led to his promotion in Rocket League. Hamilton and his mother were among the many top ten players in the virtual game showing others Black families the right way to succeed in esports.

At Game Changer Academy, Hamilton is a performance improvement coach and mental health advocate. Thanks to his own success, he knows concerning the great opportunities the sport offers, akin to scholarships and NIL offers. Now he and his mother were working to make those offers available to other black players like him. So far, the mother and son duo have acquired over 150,000 for his or her clients. dollars.

As for Dr. Gigi, she uses her background in workforce development to help families turn passions into fruitful opportunities. She helped families learn the way gaming could lead on to scholarships and future offers. The licensed psychotherapist also wants to scale back the gap between black gamers and industrial success.

Their efforts are contributing to a greater emphasis on diverse players – 15% of them discover as black, in accordance with New Zoo. Understanding the potential financial gains from the booming industry, the duo stays committed to reaching Black youth captivated with esports to speed up their careers.

Their newest enterprise, Game On: Virtual Experience – Gaming, Mental Health, and Personal Development, hopes to proceed this mission. The event, which can happen on November 4, will connect players and inform them concerning the opportunity to shape their future in this industry. Additionally, there shall be speak about protecting your mental health while pursuing your passions while constructing an empire.

Game Changer Academy is diversifying the esports industry and preparing Black gamers to take the sector. Registration for the event is now open to all families with ready-to-play players.


This article was originally published on : www.blackenterprise.com
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Columbus says ransomware gang stole personal information of 500,000 Ohioans

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The city of Columbus, the capital of Ohio, confirmed that hackers stole the personal information of 500,000 residents during a July ransomware attack.

In filing In an interview with Maine’s attorney general, Columbus confirmed that a “foreign threat actor” breached its network to access information including residents’ names, dates of birth, addresses, identification documents, social security numbers and checking account information .

Ohio’s most populous city, with about 900,000 people, said about half 1,000,000 people were affected, even though it didn’t confirm the precise number of victims.

The regulatory filing comes after Columbus was the goal of a ransomware attack on July 18 this 12 months by city officials he claimed “thwart” it by disconnecting your network from the Internet.

Rhysida, the ransomware gang accountable for last 12 months’s cyber attack on the British Library, claimed responsibility for the August attack on Columbus. At the time, the gang said it had stolen 6.5 terabytes of data from the Ohio city, including “databases, internal employee logins and passwords, a full server dump of city emergency services applications, and … access from city video cameras,” in response to local news reports.

Rhysida demanded 30 bitcoins, or roughly $1.9 million on the time of the cyberattack, as payment for the stolen data.

Two weeks after the cyberattack, Columbus Mayor Andrew Ginther told the general public that the stolen data was likely “corrupted” and “unusable.”

The accuracy of Ginther’s statement was called into query the day after David Leroy Ross, a cybersecurity researcher also often called Connor Goodwolf, revealed that the personal information of a whole lot of 1000’s of Columbus residents had been placed on the dark web.

In September, Columbus sued Ross, alleging that it “threatened to make stolen city data available to third parties who otherwise would not have readily available means to obtain stolen city data.” A judge issued a brief restraining order against Ross, stopping him from accessing the stolen data.

In a listing published Monday by TechCrunch on the leak site, Rhysida claims to have transferred 3.1 terabytes of “unsold” data stolen from Columbus, amounting to greater than 250,000 files.

This article was originally published on : techcrunch.com
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Threads now has 275 million monthly active users

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A phone is seen running the Instagram Threads app by Meta in this photo illustration.

Meta’s social network, Threads, now has 275 million monthly active users (MAUs), the corporate said on Sunday.

“Yesterday we passed 275 million monthly active users on @Threads. We would like to thank everyone who helped us get this far. There is a lot more to do and a lot to fix, but there is something exciting about this place.” he said Adam Mosseri, the director of Meta who runs Threads and Instagram.

Launched in July 2023 to capitalize on the tens of millions of users leaving X after Elon Musk purchased the platform, Threads quickly gained users and has turn out to be one in all the most important text-first social networks today. The platform reached 150 million MAU in April and 200 million MAU in August, which suggests it has gained 75 million active users in only 3 months.

Last week, Meta CEO Mark Zuckerberg said in the course of the company’s conference call following its third-quarter 2024 earnings that one million people were signing up for Threads daily.

While user acquisition on the platform is trending upwards, Threads has been battling plenty of issues moderation issues that frustrated users.

This article was originally published on : techcrunch.com
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